{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-02T06:47:02.200187Z",
     "start_time": "2020-11-02T06:46:55.974836Z"
    }
   },
   "outputs": [],
   "source": [
    "import backtrader as bt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif']=['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-02T06:47:07.564841Z",
     "start_time": "2020-11-02T06:47:02.203178Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据已经是最新的！\n"
     ]
    }
   ],
   "source": [
    "from update_sql import update_sql\n",
    "#更新数据库\n",
    "update_sql(table_name='daily_data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-02T06:47:07.585784Z",
     "start_time": "2020-11-02T06:47:07.572817Z"
    }
   },
   "outputs": [],
   "source": [
    "from base import sql_engine,ts_pro\n",
    "pro=ts_pro()\n",
    "engine = sql_engine()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 策略逻辑"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "​ 策略原理：每年8月的第一个交易日结束，先清仓过去持有的股票，然后筛选出N只股息率最高的股票，每次开仓的时候使用90%的资金，并且平分到N只股票上，然后在第二个交易日开盘买入，持有一年时间，到第二年的8月份。不断重复同样的操作，期待能够获取超过超额收益率。\n",
    "\n",
    "​ 策略有效性分析：高的股息率一般代表着这个公司的经营比较好，客观上能够获得股息收益，这个是实实在在的。投资30个股票，在某种程度上，分散了个股的特有风险。之所以在每年8月份调整仓位，是因为A股的好多股息发放是在每年的六七月份，发放过股息之后，才能确定这个股票的股息率怎么样。\n",
    "\n",
    "​ 交易费用：每次交易按照万分之二的手续费"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-02T07:02:47.754913Z",
     "start_time": "2020-11-02T07:02:47.022848Z"
    }
   },
   "outputs": [],
   "source": [
    "#由于读取全市场数据时间太慢了，这里为了简单实例，只以30只股票为例\n",
    "#使用tushare的每日指标可以获取股息率数据\n",
    "dd=pro.daily_basic(trade_date='20200930')\n",
    "sample_codes=dd.sort_values('dv_ratio',ascending=False)[:30].ts_code.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-02T07:17:20.119390Z",
     "start_time": "2020-11-02T07:17:20.088470Z"
    }
   },
   "outputs": [],
   "source": [
    "class test_divdend_rate_strategy(bt.Strategy):\n",
    "    params = (('window',200),)\n",
    "\n",
    "    def log(self, txt, dt=None):\n",
    "        ''' Logging function fot this strategy'''\n",
    "        dt = dt or self.datas[0].datetime.date(0)\n",
    "        print('{}, {}'.format(dt.isoformat(), txt))\n",
    "\n",
    "    def __init__(self):\n",
    "        self.bar_num=0\n",
    "        self.buy_list=[]\n",
    "        self.value_list = []\n",
    "        self.trade_list = []\n",
    "        self.order_list = []\n",
    "       \n",
    "    def prenext(self):\n",
    "        self.next()\n",
    "        \n",
    "    def next(self):\n",
    "        # 假设有100万资金，每次成份股调整，每个股票使用1万元\n",
    "        self.bar_num+=1\n",
    "        #self.log(self.bar_num)\n",
    "        # 需要调仓的时候\n",
    "        pre_current_date = self.datas[0].datetime.date(-1).strftime(\"%Y%m%d\")\n",
    "        current_date = self.datas[0].datetime.date(0).strftime(\"%Y%m%d\")\n",
    "        total_value = self.broker.get_value()\n",
    "        self.value_list.append([current_date,total_value])\n",
    "        # 如果是8月的第一个交易日\n",
    "        if current_date[4:6]=='08' and pre_current_date[4:6]!='08':\n",
    "            # 获取当前股息率前10的股票\n",
    "            divdend_info  = pro.daily_basic(trade_date=current_date)\n",
    "            #如果对全市场回测需要注释掉下面一行代码\n",
    "            divdend_info=divdend_info[divdend_info.ts_code.isin(sample_codes)]\n",
    "            divdend_info = divdend_info.sort_values(\"dv_ratio\",ascending=False)\n",
    "            stock_list=divdend_info.ts_code.unique()[:10]\n",
    "\n",
    "            self.log(stock_list)\n",
    "            # 平掉原来的仓位\n",
    "            for stock in self.buy_list:\n",
    "                data = self.getdatabyname(stock)\n",
    "                if self.getposition(data).size>0:\n",
    "                    self.close(data)\n",
    "            # 取消所有未成交的订单\n",
    "            for order in self.order_list:\n",
    "                self.cancel(order)\n",
    "                # self.log(order)\n",
    "            self.buy_list = stock_list\n",
    "            \n",
    "            value =0.90*self.broker.getvalue()/len(stock_list)\n",
    "            # 开新的仓位，按照90%的比例开\n",
    "            for stock in stock_list:\n",
    "                data = self.getdatabyname(stock)\n",
    "                # 没有把手数设定为100的倍数\n",
    "                lots = value/data.close[0]\n",
    "                order = self.buy(data,size = lots)\n",
    "                self.log(f\"symbol:{data._name},price:{data.close[0]}\")\n",
    "                self.order_list.append(order)\n",
    "            \n",
    "    def notify_order(self, order):\n",
    "        if order.status in [order.Submitted, order.Accepted]:\n",
    "            # order被提交和接受\n",
    "            return\n",
    "        if order.status == order.Rejected:\n",
    "            self.log(f\"order is rejected : order_ref:{order.ref}  order_info:{order.info}\")\n",
    "        if order.status == order.Margin:\n",
    "            self.log(f\"order need more margin : order_ref:{order.ref}  order_info:{order.info}\")\n",
    "        if order.status == order.Cancelled:\n",
    "            self.log(f\"order is concelled : order_ref:{order.ref}  order_info:{order.info}\")\n",
    "        if order.status == order.Partial:\n",
    "            self.log(f\"order is partial : order_ref:{order.ref}  order_info:{order.info}\")\n",
    "        # Check if an order has been completed\n",
    "        # Attention: broker could reject order if not enougth cash\n",
    "        if order.status == order.Completed:\n",
    "            if order.isbuy():\n",
    "                self.log(\"buy result : buy_price : {} , buy_cost : {} , commission : {}\".format(\n",
    "                            order.executed.price,order.executed.value,order.executed.comm))\n",
    "                \n",
    "            else:  # Sell\n",
    "                self.log(\"sell result : sell_price : {} , sell_cost : {} , commission : {}\".format(\n",
    "                            order.executed.price,order.executed.value,order.executed.comm))\n",
    "    \n",
    "    def notify_trade(self, trade):\n",
    "        # 一个trade结束的时候输出信息\n",
    "        if trade.isclosed:\n",
    "            self.log('closed symbol is : {} , total_profit : {} , net_profit : {}' .format(\n",
    "                            trade.getdataname(),trade.pnl, trade.pnlcomm))\n",
    "            self.trade_list.append([self.datas[0].datetime.date(0),trade.getdataname(),trade.pnl,trade.pnlcomm])\n",
    "            \n",
    "        if trade.isopen:\n",
    "            self.log('open symbol is : {} , price : {} ' .format(\n",
    "                            trade.getdataname(),trade.price))\n",
    "    def stop(self):\n",
    "        \n",
    "        value_df = pd.DataFrame(self.value_list)\n",
    "        value_df.columns=['datetime','value']\n",
    "        value_df.to_csv(\"股息率value结果.csv\")\n",
    "        \n",
    "        trade_df = pd.DataFrame(self.trade_list)\n",
    "        # trade_df.columns =['datetime','name','pnl','net_pnl']\n",
    "        trade_df.to_csv(\"股息率-trade结果.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-02T07:17:21.303222Z",
     "start_time": "2020-11-02T07:17:21.284272Z"
    }
   },
   "outputs": [],
   "source": [
    "from base import sql_engine,ts_pro\n",
    "pro=ts_pro()\n",
    "engine = sql_engine()\n",
    "def get_data(code):\n",
    "    sql=f\"select * from daily_data where trade_date>'20060101' and ts_code='{code}'\"\n",
    "    data=pd.read_sql(sql,engine)\n",
    "    data=data.sort_values('trade_date')\n",
    "    #前复权\n",
    "    data['adjclose']=(data.close*data.adj_factor/data.adj_factor.iloc[-1]).values\n",
    "    data['adjopen']=(data.open*data.adj_factor/data.adj_factor.iloc[-1]).values\n",
    "    data['adjhigh']=(data.high*data.adj_factor/data.adj_factor.iloc[-1]).values\n",
    "    data['adjlow']=(data.low*data.adj_factor/data.adj_factor.iloc[-1]).values\n",
    "    \n",
    "    data=data[['trade_date','adjopen','adjhigh','adjlow','adjclose','vol']]\n",
    "    n1=['open','high','low','close','volume']\n",
    "    n2=['adjopen','adjhigh','adjlow','adjclose','vol']\n",
    "    data.rename(columns=dict(zip(n2,n1)),inplace=True)\n",
    "    data.index=pd.to_datetime(data.trade_date)\n",
    "    data=data.sort_index()\n",
    "    data['openinterest']=0\n",
    "    data['datetime']=data.index\n",
    "    data=data[['datetime','open','high','low','close','volume']]\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-02T07:17:23.086876Z",
     "start_time": "2020-11-02T07:17:23.079853Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_code_list():\n",
    "    sql=f\"select * from daily_data where trade_date='20200930'\"\n",
    "    data=pd.read_sql(sql,engine)\n",
    "    codes=data.ts_code.unique()\n",
    "    return codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-02T07:19:28.608248Z",
     "start_time": "2020-11-02T07:17:24.360429Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "加载数据完毕\n"
     ]
    }
   ],
   "source": [
    "# 初始化cerebro,获得一个实例\n",
    "cerebro = bt.Cerebro()\n",
    "# cerebro.broker = bt.brokers.BackBroker(shortcash=True)  # 0.5%\n",
    "\n",
    "# 读取数据\n",
    "#如回测全市场数据只需将codes换成get_code_list()\n",
    "for s in sample_codes:\n",
    "    feed = bt.feeds.PandasData(dataname = get_data(s))\n",
    "    cerebro.adddata(feed, name = s)\n",
    "    \n",
    "print(\"加载数据完毕\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-02T07:21:41.296201Z",
     "start_time": "2020-11-02T07:20:54.478410Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2006-08-01, ['600808.SH' '600019.SH' '600507.SH' '002016.SZ' '600688.SH' '000429.SZ'\n",
      " '600548.SH' '600188.SH' '600028.SH' '600565.SH']\n",
      "2006-08-01, symbol:600808.SH,price:1.9308458390177357\n",
      "2006-08-01, symbol:600019.SH,price:2.4703852080123267\n",
      "2006-08-01, symbol:600507.SH,price:0.5423452247640378\n",
      "2006-08-01, symbol:002016.SZ,price:1.2807165824529168\n",
      "2006-08-01, symbol:600688.SH,price:2.0025052301255233\n",
      "2006-08-01, symbol:000429.SZ,price:2.4461875664187036\n",
      "2006-08-01, symbol:600548.SH,price:2.4147400990099013\n",
      "2006-08-01, symbol:600188.SH,price:4.217888493475682\n",
      "2006-08-01, symbol:600028.SH,price:1.960804841149773\n",
      "2006-08-01, symbol:600565.SH,price:1.4020151133501257\n",
      "2006-08-02, buy result : buy_price : 1.9308458390177357 , buy_cost : 90000.0 , commission : 18.0\n",
      "2006-08-02, buy result : buy_price : 2.4643451463790447 , buy_cost : 89779.95110024449 , commission : 17.9559902200489\n",
      "2006-08-02, buy result : buy_price : 0.5423452247640378 , buy_cost : 90000.0 , commission : 18.000000000000004\n",
      "2006-08-02, buy result : buy_price : 1.2831985913336397 , buy_cost : 90174.41860465117 , commission : 18.034883720930235\n",
      "2006-08-02, buy result : buy_price : 1.9990585774058578 , buy_cost : 89845.09466437176 , commission : 17.969018932874352\n",
      "2006-08-02, buy result : buy_price : 2.439994686503719 , buy_cost : 89772.15189873417 , commission : 17.954430379746835\n",
      "2006-08-02, buy result : buy_price : 2.420792079207921 , buy_cost : 90225.56390977444 , commission : 18.045112781954888\n",
      "2006-08-02, buy result : buy_price : 4.231364175563464 , buy_cost : 90287.53993610224 , commission : 18.057507987220447\n",
      "2006-08-02, buy result : buy_price : 1.960804841149773 , buy_cost : 90000.0 , commission : 18.0\n",
      "2006-08-02, buy result : buy_price : 1.4043324937027704 , buy_cost : 90148.7603305785 , commission : 18.029752066115698\n",
      "2006-08-02, open symbol is : 600808.SH , price : 1.9308458390177357 \n",
      "2006-08-02, open symbol is : 600019.SH , price : 2.4643451463790447 \n",
      "2006-08-02, open symbol is : 600507.SH , price : 0.5423452247640378 \n",
      "2006-08-02, open symbol is : 002016.SZ , price : 1.2831985913336397 \n",
      "2006-08-02, open symbol is : 600688.SH , price : 1.9990585774058578 \n",
      "2006-08-02, open symbol is : 000429.SZ , price : 2.439994686503719 \n",
      "2006-08-02, open symbol is : 600548.SH , price : 2.420792079207921 \n",
      "2006-08-02, open symbol is : 600188.SH , price : 4.231364175563464 \n",
      "2006-08-02, open symbol is : 600028.SH , price : 1.960804841149773 \n",
      "2006-08-02, open symbol is : 600565.SH , price : 1.4043324937027704 \n",
      "2007-08-01, ['600019.SH' '000429.SZ' '600808.SH' '600548.SH' '600188.SH' '600028.SH'\n",
      " '600708.SH' '600688.SH' '600565.SH' '002016.SZ']\n",
      "2007-08-01, symbol:600019.SH,price:8.185319722650231\n",
      "2007-08-01, symbol:000429.SZ,price:5.804234856535601\n",
      "2007-08-01, symbol:600808.SH,price:6.34193724420191\n",
      "2007-08-01, symbol:600548.SH,price:5.486674917491749\n",
      "2007-08-01, symbol:600188.SH,price:12.929976275207594\n",
      "2007-08-01, symbol:600028.SH,price:6.201316187594554\n",
      "2007-08-01, symbol:600708.SH,price:4.080716911764705\n",
      "2007-08-01, symbol:600688.SH,price:4.508025627615062\n",
      "2007-08-01, symbol:600565.SH,price:3.8029277917716207\n",
      "2007-08-01, symbol:002016.SZ,price:5.026067983463482\n",
      "2007-08-02, sell result : sell_price : 6.34193724420191 , sell_cost : 90000.0 , commission : 59.12169065434426\n",
      "2007-08-02, sell result : sell_price : 8.21014252696456 , sell_cost : 89779.95110024449 , commission : 59.82166870415647\n",
      "2007-08-02, sell result : sell_price : 2.0369092945128777 , sell_cost : 90000.0 , commission : 67.60337443218688\n",
      "2007-08-02, sell result : sell_price : 5.028549992344206 , sell_cost : 90174.41860465117 , commission : 70.67441860465118\n",
      "2007-08-02, sell result : sell_price : 4.514945083682009 , sell_cost : 89845.09466437176 , commission : 40.583670036747904\n",
      "2007-08-02, sell result : sell_price : 5.817396386822529 , sell_cost : 89772.15189873417 , commission : 42.806666340843556\n",
      "2007-08-02, sell result : sell_price : 5.492805280528054 , sell_cost : 90225.56390977444 , commission : 40.94457001399204\n",
      "2007-08-02, sell result : sell_price : 12.848054567022539 , sell_cost : 90287.53993610224 , commission : 54.82956284030059\n",
      "2007-08-02, sell result : sell_price : 6.201316187594554 , sell_cost : 90000.0 , commission : 56.927486629035606\n",
      "2007-08-02, sell result : sell_price : 3.8705457598656596 , sell_cost : 90148.7603305785 , commission : 49.69263384836509\n",
      "2007-08-02, buy result : buy_price : 8.21014252696456 , buy_cost : 253050.06782204923 , commission : 50.61001356440985\n",
      "2007-08-02, buy result : buy_price : 5.817396386822529 , buy_cost : 252857.06305520688 , commission : 50.57141261104138\n",
      "2007-08-02, buy result : buy_price : 6.34193724420191 , buy_cost : 252284.98825191456 , commission : 50.45699765038292\n",
      "2007-08-02, buy result : buy_price : 5.492805280528054 , buy_cost : 252566.87092035252 , commission : 50.51337418407051\n",
      "2007-08-02, buy result : buy_price : 12.84805456702254 , buy_cost : 250686.5617159996 , commission : 50.137312343199916\n",
      "2007-08-02, buy result : buy_price : 6.201316187594554 , buy_cost : 252284.98825191456 , commission : 50.45699765038292\n",
      "2007-08-02, buy result : buy_price : 4.076470588235294 , buy_cost : 252022.46485102808 , commission : 50.40449297020562\n",
      "2007-08-02, buy result : buy_price : 4.514945083682009 , buy_cost : 252672.22537893217 , commission : 50.53444507578644\n",
      "2007-08-02, buy result : buy_price : 3.8705457598656596 , buy_cost : 256770.742181593 , commission : 51.354148436318596\n",
      "2007-08-02, buy result : buy_price : 5.028549992344206 , buy_cost : 252409.5734312983 , commission : 50.481914686259664\n",
      "2007-08-02, closed symbol is : 600808.SH , total_profit : 205608.45327172132 , net_profit : 205531.33158106697\n",
      "2007-08-02, closed symbol is : 600019.SH , total_profit : 209328.3924205379 , net_profit : 209250.6147616137\n",
      "2007-08-02, closed symbol is : 600507.SH , total_profit : 248016.87216093444 , net_profit : 247931.26878650225\n",
      "2007-08-02, closed symbol is : 002016.SZ , total_profit : 263197.67441860476 , net_profit : 263108.9651162792\n",
      "2007-08-02, closed symbol is : 600688.SH , total_profit : 113073.25551936774 , net_profit : 113014.70283039812\n",
      "2007-08-02, closed symbol is : 000429.SZ , total_profit : 124261.1798054836 , net_profit : 124200.41870876301\n",
      "2007-08-02, closed symbol is : 600548.SH , total_profit : 114497.28616018576 , net_profit : 114438.29647738981\n",
      "2007-08-02, closed symbol is : 600188.SH , total_profit : 183860.27426540075 , net_profit : 183787.3871945732\n",
      "2007-08-02, closed symbol is : 600028.SH , total_profit : 194637.43314517802 , net_profit : 194562.505658549\n",
      "2007-08-02, closed symbol is : 600565.SH , total_profit : 158314.40891124695 , net_profit : 158246.68652533248\n",
      "2007-08-02, open symbol is : 600019.SH , price : 8.21014252696456 \n",
      "2007-08-02, open symbol is : 000429.SZ , price : 5.817396386822529 \n",
      "2007-08-02, open symbol is : 600808.SH , price : 6.34193724420191 \n",
      "2007-08-02, open symbol is : 600548.SH , price : 5.492805280528054 \n",
      "2007-08-02, open symbol is : 600188.SH , price : 12.84805456702254 \n",
      "2007-08-02, open symbol is : 600028.SH , price : 6.201316187594554 \n",
      "2007-08-02, open symbol is : 600708.SH , price : 4.076470588235294 \n",
      "2007-08-02, open symbol is : 600688.SH , price : 4.514945083682009 \n",
      "2007-08-02, open symbol is : 600565.SH , price : 3.8705457598656596 \n",
      "2007-08-02, open symbol is : 002016.SZ , price : 5.028549992344206 \n",
      "2008-08-01, ['600019.SH' '000429.SZ' '002110.SZ' '601006.SH' '600548.SH' '600808.SH'\n",
      " '600028.SH' '600188.SH' '601003.SH' '600507.SH']\n",
      "2008-08-01, symbol:600019.SH,price:5.046363636363636\n",
      "2008-08-01, symbol:000429.SZ,price:3.579388947927736\n",
      "2008-08-01, symbol:002110.SZ,price:7.265266243282853\n",
      "2008-08-01, symbol:601006.SH,price:7.113207547169812\n",
      "2008-08-01, symbol:600548.SH,price:3.789818481848185\n",
      "2008-08-01, symbol:600808.SH,price:4.267776261937245\n",
      "2008-08-01, symbol:600028.SH,price:5.109809379727685\n",
      "2008-08-01, symbol:600188.SH,price:13.166263345195732\n",
      "2008-08-01, symbol:601003.SH,price:3.85812744331509\n",
      "2008-08-01, symbol:600507.SH,price:1.0347144456886899\n",
      "2008-08-04, sell result : sell_price : 4.989090909090908 , sell_cost : 253050.06782204923 , commission : 30.754394062452146\n",
      "2008-08-04, sell result : sell_price : 3.5793889479277357 , sell_cost : 252857.06305520688 , commission : 31.11611163218764\n",
      "2008-08-04, sell result : sell_price : 4.243342428376534 , sell_cost : 252284.98825191456 , commission : 33.76039697240945\n",
      "2008-08-04, sell result : sell_price : 3.7961138613861394 , sell_cost : 252566.87092035252 , commission : 34.91012517871385\n",
      "2008-08-04, sell result : sell_price : 13.021654804270463 , sell_cost : 250686.5617159996 , commission : 50.81475726471303\n",
      "2008-08-04, sell result : sell_price : 5.096338880484114 , sell_cost : 252284.98825191456 , commission : 41.46635184197681\n",
      "2008-08-04, sell result : sell_price : 2.5293286445012786 , sell_cost : 252022.46485102808 , commission : 31.274487359001082\n",
      "2008-08-04, sell result : sell_price : 2.3145371338912133 , sell_cost : 252672.22537893217 , commission : 25.90592964047922\n",
      "2008-08-04, sell result : sell_price : 2.715919395465995 , sell_cost : 256770.742181593 , commission : 36.03464121831705\n",
      "2008-08-04, sell result : sell_price : 3.660963099065993 , sell_cost : 252409.5734312983 , commission : 36.75262791818015\n",
      "2008-08-04, buy result : buy_price : 4.989090909090908 , buy_cost : 183435.62410366422 , commission : 36.68712482073285\n",
      "2008-08-04, buy result : buy_price : 3.579388947927736 , buy_cost : 185541.390196691 , commission : 37.1082780393382\n",
      "2008-08-04, buy result : buy_price : 7.2805080605764525 , buy_cost : 185930.6378684323 , commission : 37.18612757368646\n",
      "2008-08-04, buy result : buy_price : 7.140461215932914 , buy_cost : 186252.27674916876 , commission : 37.25045534983375\n",
      "2008-08-04, buy result : buy_price : 3.7961138613861394 , buy_cost : 185849.5984860543 , commission : 37.169919697210865\n",
      "2008-08-04, buy result : buy_price : 4.243342428376534 , buy_cost : 184479.13032915266 , commission : 36.89582606583053\n",
      "2008-08-04, buy result : buy_price : 5.096338880484114 , buy_cost : 185052.26526647125 , commission : 37.01045305329425\n",
      "2008-08-04, buy result : buy_price : 13.021654804270463 , buy_cost : 183503.5401997608 , commission : 36.70070803995216\n",
      "2008-08-04, buy result : buy_price : 3.865285379202503 , buy_cost : 185885.6228315643 , commission : 37.17712456631286\n",
      "2008-08-04, buy result : buy_price : 1.0100783874580068 , buy_cost : 181123.73804915074 , commission : 36.22474760983015\n",
      "2008-08-04, closed symbol is : 600019.SH , total_profit : -99278.09750978851 , net_profit : -99359.46191741538\n",
      "2008-08-04, closed symbol is : 000429.SZ , total_profit : -97276.50489426868 , net_profit : -97358.19241851191\n",
      "2008-08-04, closed symbol is : 600808.SH , total_profit : -83483.0033898673 , net_profit : -83567.2207844901\n",
      "2008-08-04, closed symbol is : 600548.SH , total_profit : -78016.24502678326 , net_profit : -78101.66852614605\n",
      "2008-08-04, closed symbol is : 600188.SH , total_profit : 3387.2246075655453 , net_profit : 3286.2725379576323\n",
      "2008-08-04, closed symbol is : 600028.SH , total_profit : -44953.22904203053 , net_profit : -45045.15239152289\n",
      "2008-08-04, closed symbol is : 600708.SH , total_profit : -95650.02805602268 , net_profit : -95731.70703635189\n",
      "2008-08-04, closed symbol is : 600688.SH , total_profit : -123142.57717653608 , net_profit : -123219.01755125236\n",
      "2008-08-04, closed symbol is : 600565.SH , total_profit : -76597.53609000775 , net_profit : -76684.92487966239\n",
      "2008-08-04, closed symbol is : 002016.SZ , total_profit : -68646.43384039757 , net_profit : -68733.668383002\n",
      "2008-08-04, open symbol is : 600019.SH , price : 4.989090909090908 \n",
      "2008-08-04, open symbol is : 000429.SZ , price : 3.579388947927736 \n",
      "2008-08-04, open symbol is : 002110.SZ , price : 7.2805080605764525 \n",
      "2008-08-04, open symbol is : 601006.SH , price : 7.140461215932914 \n",
      "2008-08-04, open symbol is : 600548.SH , price : 3.7961138613861394 \n",
      "2008-08-04, open symbol is : 600808.SH , price : 4.243342428376534 \n",
      "2008-08-04, open symbol is : 600028.SH , price : 5.096338880484114 \n",
      "2008-08-04, open symbol is : 600188.SH , price : 13.021654804270463 \n",
      "2008-08-04, open symbol is : 601003.SH , price : 3.865285379202503 \n",
      "2008-08-04, open symbol is : 600507.SH , price : 1.0100783874580068 \n"
     ]
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     "output_type": "stream",
     "text": [
      "2009-08-03, ['000429.SZ' '600019.SH' '601006.SH' '600548.SH' '600808.SH' '601003.SH'\n",
      " '600708.SH' '002110.SZ' '600028.SH' '600688.SH']\n",
      "2009-08-03, symbol:000429.SZ,price:3.9633846971307123\n",
      "2009-08-03, symbol:600019.SH,price:6.606240369799691\n",
      "2009-08-03, symbol:601006.SH,price:6.359764150943397\n",
      "2009-08-03, symbol:600548.SH,price:3.999125412541255\n",
      "2009-08-03, symbol:600808.SH,price:5.701227830832196\n",
      "2009-08-03, symbol:601003.SH,price:7.451411258795935\n",
      "2009-08-03, symbol:600708.SH,price:4.239899296675191\n",
      "2009-08-03, symbol:002110.SZ,price:10.134938935026868\n",
      "2009-08-03, symbol:600028.SH,price:6.83057791225416\n",
      "2009-08-03, symbol:600688.SH,price:3.6136192468619246\n",
      "2009-08-04, sell result : sell_price : 6.704352850539291 , sell_cost : 183435.62410366422 , commission : 49.30025015615309\n",
      "2009-08-04, sell result : sell_price : 3.970241764080765 , sell_cost : 185541.390196691 , commission : 41.160331388461344\n",
      "2009-08-04, sell result : sell_price : 10.002589154860772 , sell_cost : 185930.6378684323 , commission : 51.0895054692618\n",
      "2009-08-04, sell result : sell_price : 6.460801886792452 , sell_cost : 186252.27674916876 , commission : 33.70479930218909\n",
      "2009-08-04, sell result : sell_price : 4.018382838283829 , sell_cost : 185849.5984860543 , commission : 39.34628224168196\n",
      "2009-08-04, sell result : sell_price : 5.725661664392907 , sell_cost : 184479.13032915266 , commission : 49.78457912529533\n",
      "2009-08-04, sell result : sell_price : 6.876024205748866 , sell_cost : 185052.26526647125 , commission : 49.93482125662906\n",
      "2009-08-04, sell result : sell_price : 15.708629893238436 , sell_cost : 183503.5401997608 , commission : 44.273776880519\n",
      "2009-08-04, sell result : sell_price : 7.465727130570759 , sell_cost : 185885.6228315643 , commission : 71.80692763456354\n",
      "2009-08-04, buy result : buy_price : 3.970241764080765 , buy_cost : 245878.14737143123 , commission : 49.17562947428625\n",
      "2009-08-04, buy result : buy_price : 6.704352850539291 , buy_cost : 249098.83618085887 , commission : 49.81976723617178\n",
      "2009-08-04, buy result : buy_price : 6.460801886792453 , buy_cost : 249353.013194937 , commission : 49.8706026389874\n",
      "2009-08-04, buy result : buy_price : 4.018382838283829 , buy_cost : 246635.44636684773 , commission : 49.32708927336955\n",
      "2009-08-04, buy result : buy_price : 5.725661664392907 , buy_cost : 246505.43087595154 , commission : 49.30108617519031\n",
      "2009-08-04, buy result : buy_price : 7.465727130570759 , buy_cost : 245925.05986083 , commission : 49.185011972166\n",
      "2009-08-04, buy result : buy_price : 4.2092071611253195 , buy_cost : 243676.678246486 , commission : 48.7353356492972\n",
      "2009-08-04, buy result : buy_price : 10.002589154860772 , buy_cost : 242248.1680863111 , commission : 48.44963361726222\n",
      "2009-08-04, buy result : buy_price : 6.876024205748866 , buy_cost : 247086.5777602881 , commission : 49.41731555205763\n",
      "2009-08-04, order need more margin : order_ref:70  order_info:AutoOrderedDict()\n",
      "2009-08-04, closed symbol is : 600019.SH , total_profit : 63065.626677101216 , net_profit : 62979.63930212433\n",
      "2009-08-04, closed symbol is : 000429.SZ , total_profit : 20260.266745615696 , net_profit : 20181.998136187896\n",
      "2009-08-04, closed symbol is : 002110.SZ , total_profit : 69516.8894778767 , net_profit : 69428.61384483374\n",
      "2009-08-04, closed symbol is : 601006.SH , total_profit : -17728.28023822333 , net_profit : -17799.235492875356\n",
      "2009-08-04, closed symbol is : 600548.SH , total_profit : 10881.812722355482 , net_profit : 10805.296520416588\n",
      "2009-08-04, closed symbol is : 600808.SH , total_profit : 64443.76529732401 , net_profit : 64357.08489213289\n",
      "2009-08-04, closed symbol is : 600028.SH , total_profit : 64621.84101667404 , net_profit : 64534.89574236412\n",
      "2009-08-04, closed symbol is : 600188.SH , total_profit : 37865.34420283417 , net_profit : 37784.369717913694\n",
      "2009-08-04, closed symbol is : 601003.SH , total_profit : 173149.01534125337 , net_profit : 173040.03128905248\n",
      "2009-08-04, open symbol is : 000429.SZ , price : 3.970241764080765 \n",
      "2009-08-04, open symbol is : 600019.SH , price : 6.704352850539291 \n",
      "2009-08-04, open symbol is : 601006.SH , price : 6.460801886792453 \n",
      "2009-08-04, open symbol is : 600548.SH , price : 4.018382838283829 \n",
      "2009-08-04, open symbol is : 600808.SH , price : 5.725661664392907 \n",
      "2009-08-04, open symbol is : 601003.SH , price : 7.465727130570759 \n",
      "2009-08-04, open symbol is : 600708.SH , price : 4.2092071611253195 \n",
      "2009-08-04, open symbol is : 002110.SZ , price : 10.002589154860772 \n",
      "2009-08-04, open symbol is : 600028.SH , price : 6.876024205748866 \n",
      "2009-08-27, sell result : sell_price : 2.0488988428518105 , sell_cost : 181123.73804915074 , commission : 73.48028072075303\n",
      "2009-08-27, closed symbol is : 600507.SH , total_profit : 186277.66555461436 , net_profit : 186167.96052628377\n",
      "2010-08-02, ['601006.SH' '600019.SH' '600548.SH' '600188.SH' '000429.SZ' '600028.SH'\n",
      " '600708.SH' '002110.SZ' '600565.SH' '000718.SZ']\n",
      "2010-08-02, symbol:601006.SH,price:5.084591194968555\n",
      "2010-08-02, symbol:600019.SH,price:4.462634822804315\n",
      "2010-08-02, symbol:600548.SH,price:3.296963696369637\n",
      "2010-08-02, symbol:600188.SH,price:12.898665480427047\n",
      "2010-08-02, symbol:000429.SZ,price:3.7577417640807655\n",
      "2010-08-02, symbol:600028.SH,price:4.127446293494705\n",
      "2010-08-02, symbol:600708.SH,price:3.663331202046035\n",
      "2010-08-02, symbol:002110.SZ,price:5.755251587689301\n",
      "2010-08-02, symbol:600565.SH,price:4.807254408060453\n",
      "2010-08-02, symbol:000718.SZ,price:5.0835509138381205\n",
      "2010-08-03, sell result : sell_price : 3.7648857598299683 , sell_cost : 245878.14737143123 , commission : 46.63207888582598\n",
      "2010-08-03, sell result : sell_price : 4.496340523882896 , sell_cost : 249098.83618085887 , commission : 33.41211945555546\n",
      "2010-08-03, sell result : sell_price : 5.084591194968555 , sell_cost : 249353.013194937 , commission : 39.24770198949093\n",
      "2010-08-03, sell result : sell_price : 3.316666666666667 , sell_cost : 246635.44636684773 , commission : 40.713271816218146\n",
      "2010-08-03, sell result : sell_price : 3.0092996816734883 , sell_cost : 246505.43087595154 , commission : 25.91172018699576\n",
      "2010-08-03, sell result : sell_price : 3.76618451915559 , sell_cost : 245925.05986083 , commission : 24.81202800803306\n",
      "2010-08-03, sell result : sell_price : 3.6777917199488486 , sell_cost : 243676.678246486 , commission : 42.58246435939122\n",
      "2010-08-03, sell result : sell_price : 5.755251587689301 , sell_cost : 242248.1680863111 , commission : 27.876765353619543\n",
      "2010-08-03, sell result : sell_price : 4.132078668683812 , sell_cost : 247086.5777602881 , commission : 29.696846512778553\n",
      "2010-08-03, buy result : buy_price : 5.084591194968555 , buy_cost : 185021.05416833964 , commission : 37.004210833667926\n",
      "2010-08-03, buy result : buy_price : 4.496340523882896 , buy_cost : 186418.49415450532 , commission : 37.28369883090106\n",
      "2010-08-03, buy result : buy_price : 3.3166666666666673 , buy_cost : 186126.75767930585 , commission : 37.22535153586117\n",
      "2010-08-03, buy result : buy_price : 12.941423487544485 , buy_cost : 185634.38362967118 , commission : 37.12687672593424\n",
      "2010-08-03, buy result : buy_price : 3.7648857598299683 , buy_cost : 185372.8052218916 , commission : 37.07456104437832\n",
      "2010-08-03, buy result : buy_price : 4.132078668683812 , buy_cost : 185228.70967245672 , commission : 37.04574193449135\n",
      "2010-08-03, buy result : buy_price : 3.677791719948849 , buy_cost : 185751.40043479364 , commission : 37.15028008695872\n",
      "2010-08-03, buy result : buy_price : 5.755251587689301 , buy_cost : 185021.05416833964 , commission : 37.004210833667926\n",
      "2010-08-03, buy result : buy_price : 4.815717884130983 , buy_cost : 185346.79546088955 , commission : 37.06935909217791\n",
      "2010-08-03, buy result : buy_price : 5.08833768494343 , buy_cost : 185195.27361670908 , commission : 37.03905472334182\n",
      "2010-08-03, closed symbol is : 000429.SZ , total_profit : -12717.752942301298 , net_profit : -12813.560650661411\n",
      "2010-08-03, closed symbol is : 600019.SH , total_profit : -82038.23890308157 , net_profit : -82121.4707897733\n",
      "2010-08-03, closed symbol is : 601006.SH , total_profit : -53114.503247482346 , net_profit : -53203.621552110824\n",
      "2010-08-03, closed symbol is : 600548.SH , total_profit : -43069.08728575703 , net_profit : -43159.12764684662\n",
      "2010-08-03, closed symbol is : 600808.SH , total_profit : -116946.82994097275 , net_profit : -117022.04274733494\n",
      "2010-08-03, closed symbol is : 601003.SH , total_profit : -121864.91982066471 , net_profit : -121938.91686064491\n",
      "2010-08-03, closed symbol is : 600708.SH , total_profit : -30764.356449529932 , net_profit : -30855.67424953862\n",
      "2010-08-03, closed symbol is : 002110.SZ , total_profit : -102864.3413182134 , net_profit : -102940.66771718427\n",
      "2010-08-03, closed symbol is : 600028.SH , total_profit : -98602.34519639537 , net_profit : -98681.45935846021\n",
      "2010-08-03, open symbol is : 601006.SH , price : 5.084591194968555 \n",
      "2010-08-03, open symbol is : 600019.SH , price : 4.496340523882896 \n",
      "2010-08-03, open symbol is : 600548.SH , price : 3.3166666666666673 \n",
      "2010-08-03, open symbol is : 600188.SH , price : 12.941423487544485 \n",
      "2010-08-03, open symbol is : 000429.SZ , price : 3.7648857598299683 \n",
      "2010-08-03, open symbol is : 600028.SH , price : 4.132078668683812 \n",
      "2010-08-03, open symbol is : 600708.SH , price : 3.677791719948849 \n",
      "2010-08-03, open symbol is : 002110.SZ , price : 5.755251587689301 \n",
      "2010-08-03, open symbol is : 600565.SH , price : 4.815717884130983 \n",
      "2010-08-03, open symbol is : 000718.SZ , price : 5.08833768494343 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2011-08-01, ['600019.SH' '601006.SH' '601003.SH' '600548.SH' '600028.SH' '000429.SZ'\n",
      " '600808.SH' '600188.SH' '002110.SZ' '000718.SZ']\n",
      "2011-08-01, symbol:600019.SH,price:4.099768875192604\n",
      "2011-08-01, symbol:601006.SH,price:4.661132075471698\n",
      "2011-08-01, symbol:601003.SH,price:3.7969116497263484\n",
      "2011-08-01, symbol:600548.SH,price:3.2574257425742577\n",
      "2011-08-01, symbol:600028.SH,price:3.6838880484114975\n",
      "2011-08-01, symbol:000429.SZ,price:2.9914373007438897\n",
      "2011-08-01, symbol:600808.SH,price:2.7513915416098227\n",
      "2011-08-01, symbol:600188.SH,price:23.942437722419932\n",
      "2011-08-01, symbol:002110.SZ,price:4.886907669760625\n",
      "2011-08-01, symbol:000718.SZ,price:4.55413402959095\n",
      "2011-08-02, sell result : sell_price : 4.6489937106918235 , sell_cost : 185021.05416833964 , commission : 33.834056040743384\n",
      "2011-08-02, sell result : sell_price : 4.078563174114021 , sell_cost : 186418.49415450532 , commission : 33.819485032053024\n",
      "2011-08-02, sell result : sell_price : 3.223494224422442 , sell_cost : 186126.75767930585 , commission : 36.17960975214378\n",
      "2011-08-02, sell result : sell_price : 24.210720640569395 , sell_cost : 185634.38362967118 , commission : 69.45669010318458\n",
      "2011-08-02, sell result : sell_price : 2.9914373007438897 , sell_cost : 185372.8052218916 , commission : 29.45805846227548\n",
      "2011-08-02, sell result : sell_price : 3.660121028744326 , sell_cost : 185228.70967245672 , commission : 32.814452470978075\n",
      "2011-08-02, sell result : sell_price : 3.3190249360613806 , sell_cost : 185751.40043479364 , commission : 33.52628843049206\n",
      "2011-08-02, sell result : sell_price : 4.876619443087445 , sell_cost : 185021.05416833964 , commission : 31.354920159107042\n",
      "2011-08-02, sell result : sell_price : 4.053969773299749 , sell_cost : 185346.79546088955 , commission : 31.205744375202702\n",
      "2011-08-02, sell result : sell_price : 4.50165361183638 , sell_cost : 185195.27361670908 , commission : 32.76846089985687\n",
      "2011-08-02, buy result : buy_price : 4.078563174114021 , buy_cost : 181597.28234460118 , commission : 36.319456468920244\n",
      "2011-08-02, buy result : buy_price : 4.6489937106918235 , buy_cost : 182066.09393066558 , commission : 36.413218786133115\n",
      "2011-08-02, buy result : buy_price : 3.7893178264268963 , buy_cost : 182176.37939748523 , commission : 36.43527587949705\n",
      "2011-08-02, buy result : buy_price : 3.223494224422442 , buy_cost : 180639.98875627393 , commission : 36.12799775125479\n",
      "2011-08-02, buy result : buy_price : 3.6601210287443267 , buy_cost : 181363.7754684383 , commission : 36.272755093687664\n",
      "2011-08-02, buy result : buy_price : 2.9914373007438897 , buy_cost : 182541.46232212946 , commission : 36.5082924644259\n",
      "2011-08-02, buy result : buy_price : 2.7346657571623467 , buy_cost : 181431.7877791378 , commission : 36.286357555827564\n",
      "2011-08-02, buy result : buy_price : 24.210720640569395 , buy_cost : 184586.8996649274 , commission : 36.917379932985476\n",
      "2011-08-02, buy result : buy_price : 4.876619443087445 , buy_cost : 182157.16450671447 , commission : 36.431432901342895\n",
      "2011-08-02, buy result : buy_price : 4.50165361183638 , buy_cost : 180437.9115399282 , commission : 36.08758230798564\n",
      "2011-08-02, closed symbol is : 601006.SH , total_profit : -15850.773964622731 , net_profit : -15921.612231497142\n",
      "2011-08-02, closed symbol is : 600019.SH , total_profit : -17321.068994240206 , net_profit : -17392.17217810316\n",
      "2011-08-02, closed symbol is : 600548.SH , total_profit : -5228.708918586945 , net_profit : -5302.113879874951\n",
      "2011-08-02, closed symbol is : 600188.SH , total_profit : 161649.0668862517 , net_profit : 161542.48331942258\n",
      "2011-08-02, closed symbol is : 000429.SZ , total_profit : -38082.512910514204 , net_profit : -38149.045530020856\n",
      "2011-08-02, closed symbol is : 600028.SH , total_profit : -21156.447317566366 , net_profit : -21226.307511971834\n",
      "2011-08-02, closed symbol is : 600708.SH , total_profit : -18119.958282333366 , net_profit : -18190.634850850816\n",
      "2011-08-02, closed symbol is : 002110.SZ , total_profit : -28246.453372804426 , net_profit : -28314.812503797202\n",
      "2011-08-02, closed symbol is : 600565.SH , total_profit : -29318.07358487604 , net_profit : -29386.348688343423\n",
      "2011-08-02, closed symbol is : 000718.SZ , total_profit : -21352.96911742473 , net_profit : -21422.776633047928\n",
      "2011-08-02, open symbol is : 600019.SH , price : 4.078563174114021 \n",
      "2011-08-02, open symbol is : 601006.SH , price : 4.6489937106918235 \n",
      "2011-08-02, open symbol is : 601003.SH , price : 3.7893178264268963 \n",
      "2011-08-02, open symbol is : 600548.SH , price : 3.223494224422442 \n",
      "2011-08-02, open symbol is : 600028.SH , price : 3.6601210287443267 \n",
      "2011-08-02, open symbol is : 000429.SZ , price : 2.9914373007438897 \n",
      "2011-08-02, open symbol is : 600808.SH , price : 2.7346657571623467 \n",
      "2011-08-02, open symbol is : 600188.SH , price : 24.210720640569395 \n",
      "2011-08-02, open symbol is : 002110.SZ , price : 4.876619443087445 \n",
      "2011-08-02, open symbol is : 000718.SZ , price : 4.50165361183638 \n",
      "2012-08-01, ['600019.SH' '601006.SH' '601003.SH' '600548.SH' '600028.SH' '000429.SZ'\n",
      " '600188.SH' '600808.SH' '600708.SH' '600688.SH']\n",
      "2012-08-01, symbol:600019.SH,price:3.0908513097072423\n",
      "2012-08-01, symbol:601006.SH,price:3.880817610062893\n",
      "2012-08-01, symbol:601003.SH,price:2.156645817044566\n",
      "2012-08-01, symbol:600548.SH,price:2.5440594059405943\n",
      "2012-08-01, symbol:600028.SH,price:2.9971558245083205\n",
      "2012-08-01, symbol:000429.SZ,price:2.1713815090329436\n",
      "2012-08-01, symbol:600188.SH,price:13.965682087781731\n",
      "2012-08-01, symbol:600808.SH,price:1.6642155525238744\n",
      "2012-08-01, symbol:600708.SH,price:2.037065217391304\n",
      "2012-08-01, symbol:600688.SH,price:1.8356485355648535\n",
      "2012-08-02, sell result : sell_price : 3.1056047765793524 , sell_cost : 181597.28234460118 , commission : 27.65529738720955\n",
      "2012-08-02, sell result : sell_price : 3.8808176100628935 , sell_cost : 182066.09393066558 , commission : 30.396483518423466\n",
      "2012-08-02, sell result : sell_price : 2.156645817044566 , sell_cost : 182176.37939748523 , commission : 20.73671011979391\n",
      "2012-08-02, sell result : sell_price : 2.536992574257426 , sell_cost : 180639.98875627393 , commission : 28.433884361664894\n",
      "2012-08-02, sell result : sell_price : 2.9971558245083205 , sell_cost : 181363.7754684383 , commission : 29.7025968120258\n",
      "2012-08-02, sell result : sell_price : 2.1713815090329436 , sell_cost : 182541.46232212946 , commission : 26.50011456496447\n",
      "2012-08-02, sell result : sell_price : 1.6642155525238744 , sell_cost : 181431.7877791378 , commission : 22.082523405534204\n",
      "2012-08-02, sell result : sell_price : 13.853537959667854 , sell_cost : 184586.8996649274 , commission : 21.124374274762047\n",
      "2012-08-02, sell result : sell_price : 2.8679921836834392 , sell_cost : 182157.16450671447 , commission : 21.425716322717275\n",
      "2012-08-02, sell result : sell_price : 4.175108790252394 , sell_cost : 180437.9115399282 , commission : 33.469830223468556\n",
      "2012-08-02, buy result : buy_price : 3.1056047765793533 , buy_cost : 136993.54220682525 , commission : 27.398708441365052\n",
      "2012-08-02, buy result : buy_price : 3.8808176100628926 , buy_cost : 136342.7415312584 , commission : 27.26854830625168\n",
      "2012-08-02, buy result : buy_price : 2.156645817044566 , buy_cost : 136342.7415312584 , commission : 27.26854830625168\n",
      "2012-08-02, buy result : buy_price : 2.536992574257426 , buy_cost : 135964.01169367158 , commission : 27.192802338734314\n",
      "2012-08-02, buy result : buy_price : 2.9971558245083205 , buy_cost : 136342.7415312584 , commission : 27.26854830625168\n",
      "2012-08-02, buy result : buy_price : 2.1713815090329436 , buy_cost : 136342.7415312584 , commission : 27.268548306251677\n",
      "2012-08-02, buy result : buy_price : 13.853537959667854 , buy_cost : 135247.9122363072 , commission : 27.04958244726144\n",
      "2012-08-02, buy result : buy_price : 1.6642155525238744 , buy_cost : 136342.7415312584 , commission : 27.268548306251677\n",
      "2012-08-02, buy result : buy_price : 2.0420580242966753 , buy_cost : 136676.91491736443 , commission : 27.335382983472886\n",
      "2012-08-02, buy result : buy_price : 1.8499895397489539 , buy_cost : 137407.91919947133 , commission : 27.48158383989427\n",
      "2012-08-02, closed symbol is : 600019.SH , total_profit : -43320.795408553444 , net_profit : -43384.77016240957\n",
      "2012-08-02, closed symbol is : 601006.SH , total_profit : -30083.676338548255 , net_profit : -30150.48604085281\n",
      "2012-08-02, closed symbol is : 601003.SH , total_profit : -78492.8287985157 , net_profit : -78550.00078451498\n",
      "2012-08-02, closed symbol is : 600548.SH , total_profit : -38470.56694794945 , net_profit : -38535.12883006237\n",
      "2012-08-02, closed symbol is : 600028.SH , total_profit : -32850.79140830931 , net_profit : -32916.766760215025\n",
      "2012-08-02, closed symbol is : 000429.SZ , total_profit : -50040.88949730714 , net_profit : -50103.897904336525\n",
      "2012-08-02, closed symbol is : 600808.SH , total_profit : -71019.17075146681 , net_profit : -71077.53963242818\n",
      "2012-08-02, closed symbol is : 600188.SH , total_profit : -78965.02829111715 , net_profit : -79023.0700453249\n",
      "2012-08-02, closed symbol is : 002110.SZ , total_profit : -75028.58289312808 , net_profit : -75086.44004235214\n",
      "2012-08-02, closed symbol is : 000718.SZ , total_profit : -13088.760422585457 , net_profit : -13158.317835116912\n",
      "2012-08-02, open symbol is : 600019.SH , price : 3.1056047765793533 \n",
      "2012-08-02, open symbol is : 601006.SH , price : 3.8808176100628926 \n",
      "2012-08-02, open symbol is : 601003.SH , price : 2.156645817044566 \n",
      "2012-08-02, open symbol is : 600548.SH , price : 2.536992574257426 \n",
      "2012-08-02, open symbol is : 600028.SH , price : 2.9971558245083205 \n",
      "2012-08-02, open symbol is : 000429.SZ , price : 2.1713815090329436 \n",
      "2012-08-02, open symbol is : 600188.SH , price : 13.853537959667854 \n",
      "2012-08-02, open symbol is : 600808.SH , price : 1.6642155525238744 \n",
      "2012-08-02, open symbol is : 600708.SH , price : 2.0420580242966753 \n",
      "2012-08-02, open symbol is : 600688.SH , price : 1.8499895397489539 \n"
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     "text": [
      "2013-08-01, ['601006.SH' '600548.SH' '600188.SH' '600019.SH' '600028.SH' '601566.SH'\n",
      " '600708.SH' '000429.SZ' '000780.SZ' '002540.SZ']\n",
      "2013-08-01, symbol:601006.SH,price:4.186263102725367\n",
      "2013-08-01, symbol:600548.SH,price:1.9849009900990102\n",
      "2013-08-01, symbol:600188.SH,price:7.412695729537367\n",
      "2013-08-01, symbol:600019.SH,price:3.0827426810477654\n",
      "2013-08-01, symbol:600028.SH,price:2.9998003025718605\n",
      "2013-08-01, symbol:601566.SH,price:8.342054881940012\n",
      "2013-08-01, symbol:600708.SH,price:2.512640664961637\n",
      "2013-08-01, symbol:000429.SZ,price:1.9706748140276302\n",
      "2013-08-01, symbol:000780.SZ,price:4.705825341766986\n",
      "2013-08-01, symbol:002540.SZ,price:2.386330275229358\n",
      "2013-08-02, sell result : sell_price : 3.097966101694915 , sell_cost : 136993.54220682525 , commission : 27.331317436683634\n",
      "2013-08-02, sell result : sell_price : 4.213579664570231 , sell_cost : 136342.7415312584 , commission : 29.60669945622903\n",
      "2013-08-02, sell result : sell_price : 1.6934225957779514 , sell_cost : 136342.7415312584 , commission : 21.41157138131734\n",
      "2013-08-02, sell result : sell_price : 1.9849009900990104 , sell_cost : 135964.01169367158 , commission : 21.275198372040496\n",
      "2013-08-02, sell result : sell_price : 3.0133434190620276 , sell_cost : 136342.7415312584 , commission : 27.415825334840008\n",
      "2013-08-02, sell result : sell_price : 1.9857757704569607 , sell_cost : 136342.7415312584 , commission : 24.93768243711623\n",
      "2013-08-02, sell result : sell_price : 7.412695729537368 , sell_cost : 135247.9122363072 , commission : 14.473582479532265\n",
      "2013-08-02, sell result : sell_price : 1.3464256480218284 , sell_cost : 136342.7415312584 , commission : 22.061488830686038\n",
      "2013-08-02, sell result : sell_price : 2.5075543478260864 , sell_cost : 136676.91491736443 , commission : 33.56660664591393\n",
      "2013-08-02, buy result : buy_price : 4.213579664570231 , buy_cost : 133474.44505582206 , commission : 26.69488901116441\n",
      "2013-08-02, buy result : buy_price : 1.9849009900990102 , buy_cost : 132609.1326081344 , commission : 26.521826521626878\n",
      "2013-08-02, buy result : buy_price : 7.412695729537367 , buy_cost : 132609.1326081344 , commission : 26.521826521626878\n",
      "2013-08-02, buy result : buy_price : 3.097966101694915 , buy_cost : 133263.99252224865 , commission : 26.65279850444973\n",
      "2013-08-02, buy result : buy_price : 3.0133434190620276 , buy_cost : 133207.81943706505 , commission : 26.64156388741301\n",
      "2013-08-02, buy result : buy_price : 8.355775366943202 , buy_cost : 132827.2397341346 , commission : 26.56544794682692\n",
      "2013-08-02, buy result : buy_price : 2.5075543478260864 , buy_cost : 132340.69306844176 , commission : 26.46813861368835\n",
      "2013-08-02, buy result : buy_price : 1.985775770456961 , buy_cost : 133625.2945438289 , commission : 26.725058908765778\n",
      "2013-08-02, buy result : buy_price : 4.714788818608447 , buy_cost : 132861.72143214988 , commission : 26.572344286429978\n",
      "2013-08-02, order need more margin : order_ref:149  order_info:AutoOrderedDict()\n",
      "2013-08-02, closed symbol is : 600019.SH , total_profit : -336.9550234070986 , net_profit : -391.68504928514733\n",
      "2013-08-02, closed symbol is : 601006.SH , total_profit : 11690.75574988676 , net_profit : 11633.88050212428\n",
      "2013-08-02, closed symbol is : 601003.SH , total_profit : -29284.8846246717 , net_profit : -29333.564744359268\n",
      "2013-08-02, closed symbol is : 600548.SH , total_profit : -29588.01983346909 , net_profit : -29636.487834179865\n",
      "2013-08-02, closed symbol is : 600028.SH , total_profit : 736.3851429416286 , net_profit : 681.7007693005369\n",
      "2013-08-02, closed symbol is : 000429.SZ , total_profit : -11654.32934567723 , net_profit : -11706.535576420598\n",
      "2013-08-02, closed symbol is : 600188.SH , total_profit : -62879.99983864588 , net_profit : -62921.52300357268\n",
      "2013-08-02, closed symbol is : 600808.SH , total_profit : -26035.297377828207 , net_profit : -26084.627414965144\n",
      "2013-08-02, closed symbol is : 600708.SH , total_profit : 31156.118312205228 , net_profit : 31095.21632257584\n",
      "2013-08-02, open symbol is : 601006.SH , price : 4.213579664570231 \n",
      "2013-08-02, open symbol is : 600548.SH , price : 1.9849009900990102 \n",
      "2013-08-02, open symbol is : 600188.SH , price : 7.412695729537367 \n",
      "2013-08-02, open symbol is : 600019.SH , price : 3.097966101694915 \n",
      "2013-08-02, open symbol is : 600028.SH , price : 3.0133434190620276 \n",
      "2013-08-02, open symbol is : 601566.SH , price : 8.355775366943202 \n",
      "2013-08-02, open symbol is : 600708.SH , price : 2.5075543478260864 \n",
      "2013-08-02, open symbol is : 000429.SZ , price : 1.985775770456961 \n",
      "2013-08-02, open symbol is : 000780.SZ , price : 4.714788818608447 \n",
      "2013-08-20, sell result : sell_price : 2.634518828451883 , sell_cost : 137407.91919947133 , commission : 39.13576185501315\n",
      "2013-08-20, closed symbol is : 600688.SH , total_profit : 58270.89007559442 , net_profit : 58204.27272989951\n",
      "2014-08-01, ['600507.SH' '000631.SZ' '601566.SH' '601006.SH' '600188.SH' '600028.SH'\n",
      " '600548.SH' '600019.SH' '000718.SZ' '600738.SH']\n",
      "2014-08-01, symbol:600507.SH,price:1.644974137471338\n",
      "2014-08-01, symbol:000631.SZ,price:2.2987560716877895\n",
      "2014-08-01, symbol:601566.SH,price:8.023611997447352\n",
      "2014-08-01, symbol:601006.SH,price:5.208857442348008\n",
      "2014-08-01, symbol:600188.SH,price:5.779724199288256\n",
      "2014-08-01, symbol:600028.SH,price:3.677661119515885\n",
      "2014-08-01, symbol:600548.SH,price:3.153712871287129\n",
      "2014-08-01, symbol:600019.SH,price:3.440003852080123\n",
      "2014-08-01, symbol:000718.SZ,price:2.8524692279000377\n",
      "2014-08-01, symbol:600738.SH,price:4.430615034168564\n",
      "2014-08-04, sell result : sell_price : 5.208857442348008 , sell_cost : 133474.44505582206 , commission : 33.00041351244758\n",
      "2014-08-04, sell result : sell_price : 3.153712871287129 , sell_cost : 132609.1326081344 , commission : 42.13924326126051\n",
      "2014-08-04, sell result : sell_price : 5.733300711743772 , sell_cost : 132609.1326081344 , commission : 20.513132121056085\n",
      "2014-08-04, sell result : sell_price : 3.4400038520801224 , sell_cost : 133263.99252224865 , commission : 29.595459251106917\n",
      "2014-08-04, sell result : sell_price : 3.677661119515885 , sell_cost : 133207.81943706505 , commission : 32.51492778819595\n",
      "2014-08-04, sell result : sell_price : 8.023611997447352 , sell_cost : 132827.2397341346 , commission : 25.509403676286322\n",
      "2014-08-04, sell result : sell_price : 4.107938778772378 , sell_cost : 132340.69306844176 , commission : 43.36077226296432\n",
      "2014-08-04, sell result : sell_price : 2.5192561105207223 , sell_cost : 133625.2945438289 , commission : 33.90476858544875\n",
      "2014-08-04, sell result : sell_price : 4.160481534380739 , sell_cost : 132861.72143214988 , commission : 23.448292592143922\n",
      "2014-08-04, buy result : buy_price : 1.640135978243481 , buy_cost : 150649.1775691125 , commission : 30.129835513822503\n",
      "2014-08-04, buy result : buy_price : 2.3187800792808884 , buy_cost : 152409.7165071253 , commission : 30.481943301425062\n",
      "2014-08-04, buy result : buy_price : 8.023611997447352 , buy_cost : 151093.5704232987 , commission : 30.21871408465974\n",
      "2014-08-04, buy result : buy_price : 5.208857442348008 , buy_cost : 151093.5704232987 , commission : 30.218714084659737\n",
      "2014-08-04, buy result : buy_price : 5.733300711743772 , buy_cost : 149879.96744801116 , commission : 29.97599348960223\n",
      "2014-08-04, buy result : buy_price : 3.6776611195158853 , buy_cost : 151093.5704232987 , commission : 30.21871408465974\n",
      "2014-08-04, buy result : buy_price : 3.153712871287129 , buy_cost : 151093.5704232987 , commission : 30.218714084659737\n",
      "2014-08-04, buy result : buy_price : 3.440003852080123 , buy_cost : 151093.5704232987 , commission : 30.21871408465974\n",
      "2014-08-04, buy result : buy_price : 2.870637821708318 , buy_cost : 152055.94985274645 , commission : 30.411189970549295\n",
      "2014-08-04, buy result : buy_price : 4.445558086560364 , buy_cost : 151603.16088003834 , commission : 30.320632176007667\n",
      "2014-08-04, closed symbol is : 601006.SH , total_profit : 31527.622506415853 , net_profit : 31467.927203892243\n",
      "2014-08-04, closed symbol is : 600548.SH , total_profit : 78087.08369816818 , net_profit : 78018.42262838529\n",
      "2014-08-04, closed symbol is : 600188.SH , total_profit : -30043.47200285396 , net_profit : -30090.50696149664\n",
      "2014-08-04, closed symbol is : 600019.SH , total_profit : 14713.303733285933 , net_profit : 14657.055475530376\n",
      "2014-08-04, closed symbol is : 600028.SH , total_profit : 29366.81950391467 , net_profit : 29307.66301223906\n",
      "2014-08-04, closed symbol is : 601566.SH , total_profit : -5280.221352703001 , net_profit : -5332.296204326114\n",
      "2014-08-04, closed symbol is : 600708.SH , total_profit : 84463.16824637984 , net_profit : 84393.33933550319\n",
      "2014-08-04, closed symbol is : 000429.SZ , total_profit : 35898.54838341485 , net_profit : 35837.91855592063\n",
      "2014-08-04, closed symbol is : 000780.SZ , total_profit : -15620.258471430277 , net_profit : -15670.279108308852\n",
      "2014-08-04, open symbol is : 600507.SH , price : 1.640135978243481 \n",
      "2014-08-04, open symbol is : 000631.SZ , price : 2.3187800792808884 \n",
      "2014-08-04, open symbol is : 601566.SH , price : 8.023611997447352 \n",
      "2014-08-04, open symbol is : 601006.SH , price : 5.208857442348008 \n",
      "2014-08-04, open symbol is : 600188.SH , price : 5.733300711743772 \n",
      "2014-08-04, open symbol is : 600028.SH , price : 3.6776611195158853 \n",
      "2014-08-04, open symbol is : 600548.SH , price : 3.153712871287129 \n",
      "2014-08-04, open symbol is : 600019.SH , price : 3.440003852080123 \n",
      "2014-08-04, open symbol is : 000718.SZ , price : 2.870637821708318 \n",
      "2014-08-04, open symbol is : 600738.SH , price : 4.445558086560364 \n"
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     "text": [
      "2015-08-03, ['601006.SH' '601566.SH' '600028.SH' '600548.SH' '600507.SH' '600019.SH'\n",
      " '600738.SH' '600708.SH' '000718.SZ' '000429.SZ']\n",
      "2015-08-03, symbol:601006.SH,price:7.919025157232705\n",
      "2015-08-03, symbol:601566.SH,price:12.99865985960434\n",
      "2015-08-03, symbol:600028.SH,price:4.246245083207262\n",
      "2015-08-03, symbol:600548.SH,price:6.095371287128713\n",
      "2015-08-03, symbol:600507.SH,price:4.630445795339413\n",
      "2015-08-03, symbol:600019.SH,price:5.756706471494607\n",
      "2015-08-03, symbol:600738.SH,price:6.268610478359909\n",
      "2015-08-03, symbol:600708.SH,price:4.719550831202046\n",
      "2015-08-03, symbol:000718.SZ,price:6.900351858759171\n",
      "2015-08-03, symbol:000429.SZ,price:4.734729011689692\n",
      "2015-08-04, sell result : sell_price : 4.630445795339413 , sell_cost : 150649.1775691125 , commission : 85.06280699888187\n",
      "2015-08-04, sell result : sell_price : 5.47987326224108 , sell_cost : 152409.7165071253 , commission : 72.03666599138208\n",
      "2015-08-04, sell result : sell_price : 13.11104020421187 , sell_cost : 151093.5704232987 , commission : 49.379104499271\n",
      "2015-08-04, sell result : sell_price : 7.911483228511531 , sell_cost : 151093.5704232987 , commission : 45.89775249448993\n",
      "2015-08-04, sell result : sell_price : 8.667935943060497 , sell_cost : 149879.96744801116 , commission : 45.31944240518371\n",
      "2015-08-04, sell result : sell_price : 4.260937972768533 , sell_cost : 151093.5704232987 , commission : 35.01140049263471\n",
      "2015-08-04, sell result : sell_price : 5.967384488448845 , sell_cost : 151093.5704232987 , commission : 57.17917040940768\n",
      "2015-08-04, sell result : sell_price : 5.716895223420647 , sell_cost : 151093.5704232987 , commission : 50.22006649906558\n",
      "2015-08-04, sell result : sell_price : 6.9403307223672766 , sell_cost : 152055.94985274645 , commission : 73.52502445980689\n",
      "2015-08-04, sell result : sell_price : 6.335854214123007 , sell_cost : 151603.16088003834 , commission : 43.21327073152017\n",
      "2015-08-04, buy result : buy_price : 7.911483228511532 , buy_cost : 264345.68627423845 , commission : 52.86913725484769\n",
      "2015-08-04, buy result : buy_price : 13.11104020421187 , buy_cost : 266885.27211529197 , commission : 53.3770544230584\n",
      "2015-08-04, buy result : buy_price : 4.260937972768533 , buy_cost : 265513.24698924203 , commission : 53.10264939784841\n",
      "2015-08-04, buy result : buy_price : 5.967384488448845 , buy_cost : 259041.82718525952 , commission : 51.80836543705191\n",
      "2015-08-04, buy result : buy_price : 4.630445795339413 , buy_cost : 264597.6840685895 , commission : 52.9195368137179\n",
      "2015-08-04, buy result : buy_price : 5.716895223420647 , buy_cost : 262767.8245660405 , commission : 52.55356491320809\n",
      "2015-08-04, buy result : buy_price : 6.335854214123007 , buy_cost : 267436.0382481095 , commission : 53.48720764962191\n",
      "2015-08-04, buy result : buy_price : 4.76099584398977 , buy_cost : 266921.2641701797 , commission : 53.384252834035955\n",
      "2015-08-04, buy result : buy_price : 6.940330722367277 , buy_cost : 266130.6949843982 , commission : 53.226138996879634\n",
      "2015-08-04, buy result : buy_price : 4.7269287991498405 , buy_cost : 264161.7735511783 , commission : 52.83235471023566\n",
      "2015-08-04, closed symbol is : 600507.SH , total_profit : 274664.8574252968 , net_profit : 274549.66478278406\n",
      "2015-08-04, closed symbol is : 000631.SZ , total_profit : 207773.61344978504 , net_profit : 207671.09484049224\n",
      "2015-08-04, closed symbol is : 601566.SH , total_profit : 95801.95207305631 , net_profit : 95722.35425447238\n",
      "2015-08-04, closed symbol is : 601006.SH , total_profit : 78395.19204915094 , net_profit : 78319.0755825718\n",
      "2015-08-04, closed symbol is : 600188.SH , total_profit : 76717.24457790738 , net_profit : 76641.94914201259\n",
      "2015-08-04, closed symbol is : 600028.SH , total_profit : 23963.43203987484 , net_profit : 23898.201925297544\n",
      "2015-08-04, closed symbol is : 600548.SH , total_profit : 134802.28162373972 , net_profit : 134714.88373924565\n",
      "2015-08-04, closed symbol is : 600019.SH , total_profit : 100006.76207202917 , net_profit : 99926.32329144544\n",
      "2015-08-04, closed symbol is : 000718.SZ , total_profit : 215569.17244628796 , net_profit : 215465.23623185762\n",
      "2015-08-04, closed symbol is : 600738.SH , total_profit : 64463.19277756252 , net_profit : 64389.658874655\n",
      "2015-08-04, open symbol is : 601006.SH , price : 7.911483228511532 \n",
      "2015-08-04, open symbol is : 601566.SH , price : 13.11104020421187 \n",
      "2015-08-04, open symbol is : 600028.SH , price : 4.260937972768533 \n",
      "2015-08-04, open symbol is : 600548.SH , price : 5.967384488448845 \n",
      "2015-08-04, open symbol is : 600507.SH , price : 4.630445795339413 \n",
      "2015-08-04, open symbol is : 600019.SH , price : 5.716895223420647 \n",
      "2015-08-04, open symbol is : 600738.SH , price : 6.335854214123007 \n",
      "2015-08-04, open symbol is : 600708.SH , price : 4.76099584398977 \n",
      "2015-08-04, open symbol is : 000718.SZ , price : 6.940330722367277 \n",
      "2015-08-04, open symbol is : 000429.SZ , price : 4.7269287991498405 \n",
      "2016-08-01, ['600507.SH' '601006.SH' '601566.SH' '600548.SH' '600028.SH' '000718.SZ'\n",
      " '002016.SZ' '002713.SZ' '000429.SZ' '000631.SZ']\n",
      "2016-08-01, symbol:600507.SH,price:3.1022918999626725\n",
      "2016-08-01, symbol:601006.SH,price:4.976729559748429\n",
      "2016-08-01, symbol:601566.SH,price:12.156368857689856\n",
      "2016-08-01, symbol:600548.SH,price:6.875\n",
      "2016-08-01, symbol:600028.SH,price:3.6366717095310133\n",
      "2016-08-01, symbol:000718.SZ,price:7.17851547929877\n",
      "2016-08-01, symbol:002016.SZ,price:7.511058030929415\n",
      "2016-08-01, symbol:002713.SZ,price:14.451579227696406\n",
      "2016-08-01, symbol:000429.SZ,price:4.98558448459086\n",
      "2016-08-01, symbol:000631.SZ,price:4.077664005359834\n",
      "2016-08-02, sell result : sell_price : 4.976729559748429 , sell_cost : 264345.68627423845 , commission : 33.257404531476205\n",
      "2016-08-02, sell result : sell_price : 12.195009572431399 , sell_cost : 266885.27211529197 , commission : 49.64775330551416\n",
      "2016-08-02, sell result : sell_price : 3.6139425113464445 , sell_cost : 265513.24698924203 , commission : 45.03936066436497\n",
      "2016-08-02, sell result : sell_price : 6.8916666666666675 , sell_cost : 259041.82718525952 , commission : 59.832911022937324\n",
      "2016-08-02, sell result : sell_price : 3.0714744307577457 , sell_cost : 264597.6840685895 , commission : 35.10266859715252\n",
      "2016-08-02, sell result : sell_price : 6.081822323462415 , sell_cost : 267436.0382481095 , commission : 51.34267338065122\n",
      "2016-08-02, sell result : sell_price : 4.599816176470587 , sell_cost : 266921.2641701797 , commission : 51.57697208763243\n",
      "2016-08-02, sell result : sell_price : 7.154345393509886 , sell_cost : 266130.6949843982 , commission : 54.867440411651785\n",
      "2016-08-02, sell result : sell_price : 4.9775690754516475 , sell_cost : 264161.7735511783 , commission : 55.63373305649511\n",
      "2016-08-02, buy result : buy_price : 3.0714744307577457 , buy_cost : 237549.32907845106 , commission : 47.50986581569021\n",
      "2016-08-02, buy result : buy_price : 4.976729559748429 , buy_cost : 239932.7671628502 , commission : 47.98655343257005\n",
      "2016-08-02, buy result : buy_price : 12.195009572431399 , buy_cost : 240695.42694404168 , commission : 48.13908538880834\n",
      "2016-08-02, buy result : buy_price : 6.8916666666666675 , buy_cost : 240514.42235597232 , commission : 48.10288447119446\n",
      "2016-08-02, buy result : buy_price : 3.6139425113464445 , buy_cost : 238433.1873680824 , commission : 47.686637473616486\n",
      "2016-08-02, buy result : buy_price : 7.154345393509886 , buy_cost : 239124.91272795846 , commission : 47.824982545591695\n",
      "2016-08-02, buy result : buy_price : 7.56279895881182 , buy_cost : 241585.57612149208 , commission : 48.31711522429842\n",
      "2016-08-02, buy result : buy_price : 14.490205059920108 , buy_cost : 240574.053673022 , commission : 48.1148107346044\n",
      "2016-08-02, buy result : buy_price : 4.9775690754516475 , buy_cost : 239547.02316419617 , commission : 47.909404632839234\n",
      "2016-08-02, buy result : buy_price : 4.111573893138294 , buy_cost : 241928.05004985936 , commission : 48.38561000997188\n",
      "2016-08-02, closed symbol is : 601006.SH , total_profit : -98058.66361685745 , net_profit : -98144.79015864377\n",
      "2016-08-02, closed symbol is : 601566.SH , total_profit : -18646.505587721185 , net_profit : -18749.530395449758\n",
      "2016-08-02, closed symbol is : 600028.SH , total_profit : -40316.443667417225 , net_profit : -40414.58567747944\n",
      "2016-08-02, closed symbol is : 600548.SH , total_profit : 40122.727929427085 , net_profit : 40011.0866529671\n",
      "2016-08-02, closed symbol is : 600507.SH , total_profit : -89084.34108282687 , net_profit : -89172.36328823774\n",
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      "2016-08-02, closed symbol is : 600708.SH , total_profit : -9036.403732017618 , net_profit : -9141.364956939286\n",
      "2016-08-02, closed symbol is : 000718.SZ , total_profit : 8206.507073860714 , net_profit : 8098.413494452182\n",
      "2016-08-02, closed symbol is : 000429.SZ , total_profit : 14006.891731297239 , net_profit : 13898.425643530509\n",
      "2016-08-02, open symbol is : 600507.SH , price : 3.0714744307577457 \n",
      "2016-08-02, open symbol is : 601006.SH , price : 4.976729559748429 \n",
      "2016-08-02, open symbol is : 601566.SH , price : 12.195009572431399 \n",
      "2016-08-02, open symbol is : 600548.SH , price : 6.8916666666666675 \n",
      "2016-08-02, open symbol is : 600028.SH , price : 3.6139425113464445 \n",
      "2016-08-02, open symbol is : 000718.SZ , price : 7.154345393509886 \n",
      "2016-08-02, open symbol is : 002016.SZ , price : 7.56279895881182 \n",
      "2016-08-02, open symbol is : 002713.SZ , price : 14.490205059920108 \n",
      "2016-08-02, open symbol is : 000429.SZ , price : 4.9775690754516475 \n",
      "2016-08-02, open symbol is : 000631.SZ , price : 4.111573893138294 \n",
      "2016-10-10, sell result : sell_price : 4.341483050847458 , sell_cost : 262767.8245660405 , commission : 39.90984658903493\n",
      "2016-10-10, closed symbol is : 600019.SH , total_profit : -63218.591620865824 , net_profit : -63311.055032368065\n"
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     "output_type": "stream",
     "text": [
      "2017-08-01, ['601006.SH' '600548.SH' '601566.SH' '600028.SH' '002713.SZ' '000718.SZ'\n",
      " '603328.SH' '000631.SZ' '600688.SH' '600565.SH']\n",
      "2017-08-01, symbol:601006.SH,price:7.375932914046122\n",
      "2017-08-01, symbol:600548.SH,price:7.920037128712872\n",
      "2017-08-01, symbol:601566.SH,price:12.700216975111678\n",
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      "2017-08-01, symbol:002713.SZ,price:11.163989347536617\n",
      "2017-08-01, symbol:000718.SZ,price:4.685080193957479\n",
      "2017-08-01, symbol:603328.SH,price:9.94040506329114\n",
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      "2017-08-01, symbol:600688.SH,price:6.061610878661089\n",
      "2017-08-01, symbol:600565.SH,price:4.730226700251889\n",
      "2017-08-02, sell result : sell_price : 6.329152668906309 , sell_cost : 237549.32907845106 , commission : 97.89995026999884\n",
      "2017-08-02, sell result : sell_price : 7.400964360587002 , sell_cost : 239932.7671628502 , commission : 71.36147694547567\n",
      "2017-08-02, sell result : sell_price : 12.692054881940013 , sell_cost : 240695.42694404168 , commission : 50.10114261020102\n",
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      "2017-08-02, sell result : sell_price : 3.587106247557367 , sell_cost : 241928.05004985936 , commission : 42.213597145439046\n",
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      "2017-08-02, buy result : buy_price : 3.5871062475573665 , buy_cost : 281349.9592441216 , commission : 56.26999184882433\n",
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      "2017-08-02, buy result : buy_price : 4.72136859781696 , buy_cost : 280823.08666126744 , commission : 56.16461733225349\n",
      "2017-08-02, closed symbol is : 600507.SH , total_profit : 251950.42227154312 , net_profit : 251805.01245545744\n",
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      "2017-08-02, closed symbol is : 000429.SZ , total_profit : 117938.44670285279 , net_profit : 117819.04020424654\n",
      "2017-08-02, closed symbol is : 000631.SZ , total_profit : -30860.064322664148 , net_profit : -30950.663529819558\n",
      "2017-08-02, open symbol is : 601006.SH , price : 7.400964360587003 \n",
      "2017-08-02, open symbol is : 600548.SH , price : 7.945668316831684 \n",
      "2017-08-02, open symbol is : 601566.SH , price : 12.692054881940015 \n",
      "2017-08-02, open symbol is : 600028.SH , price : 4.9014311649016635 \n",
      "2017-08-02, open symbol is : 002713.SZ , price : 11.152585885486017 \n",
      "2017-08-02, open symbol is : 000718.SZ , price : 4.685080193957479 \n",
      "2017-08-02, open symbol is : 603328.SH , price : 9.864057866184448 \n",
      "2017-08-02, open symbol is : 000631.SZ , price : 3.5871062475573665 \n",
      "2017-08-02, open symbol is : 600688.SH , price : 6.026673640167364 \n",
      "2017-08-02, open symbol is : 600565.SH , price : 4.72136859781696 \n",
      "2018-08-01, ['601566.SH' '603328.SH' '000718.SZ' '000036.SZ' '600688.SH' '000429.SZ'\n",
      " '600028.SH' '002713.SZ' '600565.SH' '002016.SZ']\n",
      "2018-08-01, symbol:601566.SH,price:12.159017230376515\n",
      "2018-08-01, symbol:603328.SH,price:8.405316455696202\n",
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      "2018-08-01, symbol:000036.SZ,price:3.7685191403626592\n",
      "2018-08-01, symbol:600688.SH,price:4.935878661087866\n",
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      "2018-08-01, symbol:600028.SH,price:5.678154311649017\n",
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      "2018-08-02, buy result : buy_price : 11.81480630837544 , buy_cost : 254076.28087848276 , commission : 50.815256175696554\n",
      "2018-08-02, closed symbol is : 601006.SH , total_profit : 12757.556375773327 , net_profit : 12642.082957778925\n",
      "2018-08-02, closed symbol is : 600548.SH , total_profit : -31291.735617365262 , net_profit : -31398.381461006422\n",
      "2018-08-02, closed symbol is : 601566.SH , total_profit : -14113.981430874144 , net_profit : -14223.626291817945\n",
      "2018-08-02, closed symbol is : 600028.SH , total_profit : 43882.34140777151 , net_profit : 43761.56775314133\n",
      "2018-08-02, closed symbol is : 002713.SZ , total_profit : 25501.026749577457 , net_profit : 25383.50151454797\n",
      "2018-08-02, closed symbol is : 000718.SZ , total_profit : -100123.1967027052 , net_profit : -100215.7120470623\n",
      "2018-08-02, closed symbol is : 603328.SH , total_profit : -41062.024826910245 , net_profit : -41165.48804324852\n",
      "2018-08-02, closed symbol is : 000631.SZ , total_profit : -27939.22481762223 , net_profit : -28046.176956356354\n",
      "2018-08-02, closed symbol is : 600688.SH , total_profit : -51485.746221821995 , net_profit : -51587.3404108361\n",
      "2018-08-02, closed symbol is : 600565.SH , total_profit : -120138.43521246008 , net_profit : -120226.7367600821\n",
      "2018-08-02, open symbol is : 601566.SH , price : 12.05494575622208 \n",
      "2018-08-02, open symbol is : 603328.SH , price : 8.413291139240508 \n",
      "2018-08-02, open symbol is : 000718.SZ , price : 3.0178142484147705 \n",
      "2018-08-02, open symbol is : 000036.SZ , price : 3.78811282740094 \n",
      "2018-08-02, open symbol is : 600688.SH , price : 4.917426778242678 \n",
      "2018-08-02, open symbol is : 000429.SZ , price : 6.589014346439959 \n",
      "2018-08-02, open symbol is : 600028.SH , price : 5.669615733736762 \n",
      "2018-08-02, open symbol is : 002713.SZ , price : 12.164468708388815 \n",
      "2018-08-02, open symbol is : 600565.SH , price : 2.701528127623845 \n",
      "2018-08-02, open symbol is : 002016.SZ , price : 11.81480630837544 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019-08-01, ['600507.SH' '000631.SZ' '600028.SH' '002110.SZ' '601003.SH' '002016.SZ'\n",
      " '601566.SH' '603328.SH' '600738.SH' '000036.SZ']\n",
      "2019-08-01, symbol:600507.SH,price:6.063818589025756\n",
      "2019-08-01, symbol:000631.SZ,price:2.8214482720116125\n",
      "2019-08-01, symbol:600028.SH,price:4.797990922844176\n",
      "2019-08-01, symbol:002110.SZ,price:7.965432340009769\n",
      "2019-08-01, symbol:601003.SH,price:4.739577795152463\n",
      "2019-08-01, symbol:002016.SZ,price:7.97\n",
      "2019-08-01, symbol:601566.SH,price:11.195915762603702\n",
      "2019-08-01, symbol:603328.SH,price:9.362647377938519\n",
      "2019-08-01, symbol:600738.SH,price:5.7544218142838\n",
      "2019-08-01, symbol:000036.SZ,price:4.365481867024849\n",
      "2019-08-02, sell result : sell_price : 11.083956604977667 , sell_cost : 252304.63343064545 , commission : 46.39645278763132\n",
      "2019-08-02, sell result : sell_price : 9.092050632911393 , sell_cost : 254724.24771245004 , commission : 55.054929617969435\n",
      "2019-08-02, sell result : sell_price : 3.467352977744622 , sell_cost : 253049.0969959003 , commission : 58.148743942422456\n",
      "2019-08-02, sell result : sell_price : 4.254729684351914 , sell_cost : 255805.9370852258 , commission : 57.46318357136789\n",
      "2019-08-02, sell result : sell_price : 4.528336820083682 , sell_cost : 253531.46534684958 , commission : 46.694172434233685\n",
      "2019-08-02, sell result : sell_price : 7.362752391073326 , sell_cost : 256548.96912216087 , commission : 57.33502574181409\n",
      "2019-08-02, sell result : sell_price : 4.752121028744327 , sell_cost : 254100.12202122988 , commission : 42.59599203799057\n",
      "2019-08-02, sell result : sell_price : 8.839999999999998 , sell_cost : 258022.55378828626 , commission : 37.50133984751\n",
      "2019-08-02, sell result : sell_price : 3.6741183879093198 , sell_cost : 252774.8646532046 , commission : 68.75551423856523\n",
      "2019-08-02, sell result : sell_price : 7.81 , sell_cost : 254076.28087848276 , commission : 33.59066076697792\n",
      "2019-08-02, buy result : buy_price : 6.036957820082121 , buy_cost : 254147.53591167793 , commission : 50.82950718233559\n",
      "2019-08-02, buy result : buy_price : 2.801578917983362 , buy_cost : 253480.60219400717 , commission : 50.69612043880144\n",
      "2019-08-02, buy result : buy_price : 4.752121028744327 , buy_cost : 252837.81748752273 , commission : 50.56756349750455\n",
      "2019-08-02, buy result : buy_price : 7.8497117733268205 , buy_cost : 251569.69284083688 , commission : 50.31393856816738\n",
      "2019-08-02, buy result : buy_price : 4.639124315871775 , buy_cost : 249867.81344192868 , commission : 49.97356268838575\n",
      "2019-08-02, buy result : buy_price : 7.81 , buy_cost : 250153.55227955704 , commission : 50.030710455911404\n",
      "2019-08-02, buy result : buy_price : 11.083956604977667 , buy_cost : 252725.55359172716 , commission : 50.54511071834544\n",
      "2019-08-02, buy result : buy_price : 9.092050632911393 , buy_cost : 247900.35034396074 , commission : 49.580070068792146\n",
      "2019-08-02, buy result : buy_price : 5.612220286747957 , buy_cost : 248969.97608091202 , commission : 49.79399521618241\n",
      "2019-08-02, buy result : buy_price : 4.254729684351914 , buy_cost : 248801.9309496363 , commission : 49.76038618992726\n",
      "2019-08-02, closed symbol is : 601566.SH , total_profit : -20322.369492488833 , net_profit : -20419.226871962594\n",
      "2019-08-02, closed symbol is : 603328.SH , total_profit : 20550.400377397084 , net_profit : 20444.400598236625\n",
      "2019-08-02, closed symbol is : 000718.SZ , total_profit : 37694.62271621195 , net_profit : 37585.864152870345\n",
      "2019-08-02, closed symbol is : 000036.SZ , total_profit : 31509.98077161365 , net_profit : 31401.356400625235\n",
      "2019-08-02, closed symbol is : 600688.SH , total_profit : -20060.603175681157 , net_profit : -20158.00364118476\n",
      "2019-08-02, closed symbol is : 000429.SZ , total_profit : 30126.159586909595 , net_profit : 30017.51476734335\n",
      "2019-08-02, closed symbol is : 600028.SH , total_profit : -41120.161831277044 , net_profit : -41213.57784771928\n",
      "2019-08-02, closed symbol is : 002713.SZ , total_profit : -70515.85455073626 , net_profit : -70604.96040134142\n",
      "2019-08-02, closed symbol is : 600565.SH , total_profit : 91002.7065396215 , net_profit : 90883.3960524523\n",
      "2019-08-02, closed symbol is : 002016.SZ , total_profit : -86122.97704359319 , net_profit : -86207.38296053586\n",
      "2019-08-02, open symbol is : 600507.SH , price : 6.036957820082121 \n",
      "2019-08-02, open symbol is : 000631.SZ , price : 2.801578917983362 \n",
      "2019-08-02, open symbol is : 600028.SH , price : 4.752121028744327 \n",
      "2019-08-02, open symbol is : 002110.SZ , price : 7.8497117733268205 \n",
      "2019-08-02, open symbol is : 601003.SH , price : 4.639124315871775 \n",
      "2019-08-02, open symbol is : 002016.SZ , price : 7.81 \n",
      "2019-08-02, open symbol is : 601566.SH , price : 11.083956604977667 \n",
      "2019-08-02, open symbol is : 603328.SH , price : 9.092050632911393 \n",
      "2019-08-02, open symbol is : 600738.SH , price : 5.612220286747957 \n",
      "2019-08-02, open symbol is : 000036.SZ , price : 4.254729684351914 \n",
      "2020-08-03, ['600738.SH' '600507.SH' '002110.SZ' '600188.SH' '603328.SH' '601003.SH'\n",
      " '600808.SH' '601566.SH' '600019.SH' '600028.SH']\n",
      "2020-08-03, symbol:600738.SH,price:6.09\n",
      "2020-08-03, symbol:600507.SH,price:5.84\n",
      "2020-08-03, symbol:002110.SZ,price:7.23\n",
      "2020-08-03, symbol:600188.SH,price:9.37\n",
      "2020-08-03, symbol:603328.SH,price:10.20163471971067\n",
      "2020-08-03, symbol:601003.SH,price:5.07\n",
      "2020-08-03, symbol:600808.SH,price:2.74\n",
      "2020-08-03, symbol:601566.SH,price:9.53\n",
      "2020-08-03, symbol:600019.SH,price:4.97\n",
      "2020-08-03, symbol:600028.SH,price:3.9384145234493184\n",
      "2020-08-04, sell result : sell_price : 5.89 , sell_cost : 254147.53591167793 , commission : 49.592163176631914\n",
      "2020-08-04, sell result : sell_price : 3.01 , sell_cost : 253480.60219400717 , commission : 54.467615222716546\n",
      "2020-08-04, sell result : sell_price : 3.9384145234493184 , sell_cost : 252837.81748752273 , commission : 41.90887085774442\n",
      "2020-08-04, sell result : sell_price : 7.24 , sell_cost : 251569.69284083688 , commission : 46.405896898192445\n",
      "2020-08-04, sell result : sell_price : 5.09 , sell_cost : 249867.81344192868 , commission : 54.83048454071953\n",
      "2020-08-04, sell result : sell_price : 7.41 , sell_cost : 250153.55227955704 , commission : 47.46831811501966\n",
      "2020-08-04, sell result : sell_price : 9.51 , sell_cost : 252725.55359172716 , commission : 43.36754645138144\n",
      "2020-08-04, sell result : sell_price : 10.231233273056057 , sell_cost : 247900.35034396074 , commission : 55.79217308052364\n",
      "2020-08-04, sell result : sell_price : 6.07 , sell_cost : 248969.97608091202 , commission : 53.85561070650133\n",
      "2020-08-04, sell result : sell_price : 4.95 , sell_cost : 248801.9309496363 , commission : 57.89178864782777\n",
      "2020-08-04, buy result : buy_price : 6.07 , buy_cost : 252022.43012490417 , commission : 50.404486024980834\n",
      "2020-08-04, buy result : buy_price : 5.89 , buy_cost : 255017.6528069589 , commission : 51.00353056139178\n",
      "2020-08-04, buy result : buy_price : 7.24 , buy_cost : 253202.54431574515 , commission : 50.64050886314903\n",
      "2020-08-04, buy result : buy_price : 9.39 , buy_cost : 253392.52423145232 , commission : 50.678504846290465\n",
      "2020-08-04, buy result : buy_price : 10.231233273056057 , buy_cost : 253586.432567931 , commission : 50.7172865135862\n",
      "2020-08-04, buy result : buy_price : 5.09 , buy_cost : 253850.2640546286 , commission : 50.770052810925726\n",
      "2020-08-04, buy result : buy_price : 2.75 , buy_cost : 253775.63754475355 , commission : 50.755127508950714\n",
      "2020-08-04, buy result : buy_price : 9.51 , buy_cost : 252322.17104869452 , commission : 50.464434209738904\n",
      "2020-08-04, buy result : buy_price : 5.0 , buy_cost : 254379.0915941558 , commission : 50.875818318831165\n",
      "2020-08-04, buy result : buy_price : 3.9384145234493184 , buy_cost : 252852.81704459083 , commission : 50.57056340891817\n",
      "2020-08-04, closed symbol is : 600507.SH , total_profit : -6186.720028518382 , net_profit : -6287.141698877349\n",
      "2020-08-04, closed symbol is : 000631.SZ , total_profit : 18857.47391957555 , net_profit : 18752.310183914033\n",
      "2020-08-04, closed symbol is : 600028.SH , total_profit : -43293.463198800666 , net_profit : -43385.93963315592\n",
      "2020-08-04, closed symbol is : 002110.SZ , total_profit : -19540.208349874654 , net_profit : -19636.928185341014\n",
      "2020-08-04, closed symbol is : 601003.SH , total_profit : 24284.609261668946 , net_profit : 24179.80521443984\n",
      "2020-08-04, closed symbol is : 002016.SZ , total_profit : -12811.96170445873 , net_profit : -12909.460733029662\n",
      "2020-08-04, closed symbol is : 601566.SH , total_profit : -35887.82133481998 , net_profit : -35981.733991989706\n",
      "2020-08-04, closed symbol is : 603328.SH , total_profit : 31060.515058657464 , net_profit : 30955.14281550815\n",
      "2020-08-04, closed symbol is : 600738.SH , total_profit : 20308.077451594618 , net_profit : 20204.427845671933\n",
      "2020-08-04, closed symbol is : 000036.SZ , total_profit : 40657.01228950253 , net_profit : 40549.36011466477\n",
      "2020-08-04, open symbol is : 600738.SH , price : 6.07 \n",
      "2020-08-04, open symbol is : 600507.SH , price : 5.89 \n",
      "2020-08-04, open symbol is : 002110.SZ , price : 7.24 \n",
      "2020-08-04, open symbol is : 600188.SH , price : 9.39 \n",
      "2020-08-04, open symbol is : 603328.SH , price : 10.231233273056057 \n",
      "2020-08-04, open symbol is : 601003.SH , price : 5.09 \n",
      "2020-08-04, open symbol is : 600808.SH , price : 2.75 \n",
      "2020-08-04, open symbol is : 601566.SH , price : 9.51 \n",
      "2020-08-04, open symbol is : 600019.SH , price : 5.0 \n",
      "2020-08-04, open symbol is : 600028.SH , price : 3.9384145234493184 \n"
     ]
    }
   ],
   "source": [
    "# 添加手续费，按照万分之五收取\n",
    "cerebro.broker.setcommission(commission=0.0002,stocklike=True)\n",
    "# 设置初始资金为100万\n",
    "cerebro.broker.setcash(1000000.0)\n",
    "# 添加策略\n",
    "cerebro.addstrategy(test_divdend_rate_strategy)\n",
    "#策略结果\n",
    "cerebro.addanalyzer(bt.analyzers.TotalValue, _name='_TotalValue')\n",
    "# 运行回测\n",
    "results = cerebro.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-02T07:23:32.463949Z",
     "start_time": "2020-11-02T07:22:46.840441Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2006-08-01, ['600808.SH' '600019.SH' '600507.SH' '002016.SZ' '600688.SH' '000429.SZ'\n",
      " '600548.SH' '600188.SH' '600028.SH' '600565.SH']\n",
      "2006-08-01, symbol:600808.SH,price:1.9308458390177357\n",
      "2006-08-01, symbol:600019.SH,price:2.4703852080123267\n",
      "2006-08-01, symbol:600507.SH,price:0.5423452247640378\n",
      "2006-08-01, symbol:002016.SZ,price:1.2807165824529168\n",
      "2006-08-01, symbol:600688.SH,price:2.0025052301255233\n",
      "2006-08-01, symbol:000429.SZ,price:2.4461875664187036\n",
      "2006-08-01, symbol:600548.SH,price:2.4147400990099013\n",
      "2006-08-01, symbol:600188.SH,price:4.217888493475682\n",
      "2006-08-01, symbol:600028.SH,price:1.960804841149773\n",
      "2006-08-01, symbol:600565.SH,price:1.4020151133501257\n",
      "2006-08-02, buy result : buy_price : 1.9308458390177357 , buy_cost : 90000.0 , commission : 18.0\n",
      "2006-08-02, buy result : buy_price : 2.4643451463790447 , buy_cost : 89779.95110024449 , commission : 17.9559902200489\n",
      "2006-08-02, buy result : buy_price : 0.5423452247640378 , buy_cost : 90000.0 , commission : 18.000000000000004\n",
      "2006-08-02, buy result : buy_price : 1.2831985913336397 , buy_cost : 90174.41860465117 , commission : 18.034883720930235\n",
      "2006-08-02, buy result : buy_price : 1.9990585774058578 , buy_cost : 89845.09466437176 , commission : 17.969018932874352\n",
      "2006-08-02, buy result : buy_price : 2.439994686503719 , buy_cost : 89772.15189873417 , commission : 17.954430379746835\n",
      "2006-08-02, buy result : buy_price : 2.420792079207921 , buy_cost : 90225.56390977444 , commission : 18.045112781954888\n",
      "2006-08-02, buy result : buy_price : 4.231364175563464 , buy_cost : 90287.53993610224 , commission : 18.057507987220447\n",
      "2006-08-02, buy result : buy_price : 1.960804841149773 , buy_cost : 90000.0 , commission : 18.0\n",
      "2006-08-02, buy result : buy_price : 1.4043324937027704 , buy_cost : 90148.7603305785 , commission : 18.029752066115698\n",
      "2006-08-02, open symbol is : 600808.SH , price : 1.9308458390177357 \n",
      "2006-08-02, open symbol is : 600019.SH , price : 2.4643451463790447 \n",
      "2006-08-02, open symbol is : 600507.SH , price : 0.5423452247640378 \n",
      "2006-08-02, open symbol is : 002016.SZ , price : 1.2831985913336397 \n",
      "2006-08-02, open symbol is : 600688.SH , price : 1.9990585774058578 \n",
      "2006-08-02, open symbol is : 000429.SZ , price : 2.439994686503719 \n",
      "2006-08-02, open symbol is : 600548.SH , price : 2.420792079207921 \n",
      "2006-08-02, open symbol is : 600188.SH , price : 4.231364175563464 \n",
      "2006-08-02, open symbol is : 600028.SH , price : 1.960804841149773 \n",
      "2006-08-02, open symbol is : 600565.SH , price : 1.4043324937027704 \n",
      "2007-08-01, ['600019.SH' '000429.SZ' '600808.SH' '600548.SH' '600188.SH' '600028.SH'\n",
      " '600708.SH' '600688.SH' '600565.SH' '002016.SZ']\n",
      "2007-08-01, symbol:600019.SH,price:8.185319722650231\n",
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      "2007-08-01, symbol:600808.SH,price:6.34193724420191\n",
      "2007-08-01, symbol:600548.SH,price:5.486674917491749\n",
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      "2007-08-02, sell result : sell_price : 6.34193724420191 , sell_cost : 90000.0 , commission : 59.12169065434426\n",
      "2007-08-02, sell result : sell_price : 8.21014252696456 , sell_cost : 89779.95110024449 , commission : 59.82166870415647\n",
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      "2007-08-02, buy result : buy_price : 3.8705457598656596 , buy_cost : 256770.74218159306 , commission : 51.35414843631861\n",
      "2007-08-02, buy result : buy_price : 5.028549992344206 , buy_cost : 252409.57343129834 , commission : 50.481914686259664\n",
      "2007-08-02, closed symbol is : 600808.SH , total_profit : 205608.45327172132 , net_profit : 205531.33158106697\n",
      "2007-08-02, closed symbol is : 600019.SH , total_profit : 209328.3924205379 , net_profit : 209250.6147616137\n",
      "2007-08-02, closed symbol is : 600507.SH , total_profit : 248016.87216093444 , net_profit : 247931.26878650225\n",
      "2007-08-02, closed symbol is : 002016.SZ , total_profit : 263197.67441860476 , net_profit : 263108.9651162792\n",
      "2007-08-02, closed symbol is : 600688.SH , total_profit : 113073.25551936774 , net_profit : 113014.70283039812\n",
      "2007-08-02, closed symbol is : 000429.SZ , total_profit : 124261.1798054836 , net_profit : 124200.41870876301\n",
      "2007-08-02, closed symbol is : 600548.SH , total_profit : 114497.28616018576 , net_profit : 114438.29647738981\n",
      "2007-08-02, closed symbol is : 600188.SH , total_profit : 183860.27426540075 , net_profit : 183787.3871945732\n",
      "2007-08-02, closed symbol is : 600028.SH , total_profit : 194637.43314517802 , net_profit : 194562.505658549\n",
      "2007-08-02, closed symbol is : 600565.SH , total_profit : 158314.40891124695 , net_profit : 158246.68652533248\n",
      "2007-08-02, open symbol is : 600019.SH , price : 8.21014252696456 \n",
      "2007-08-02, open symbol is : 000429.SZ , price : 5.817396386822529 \n",
      "2007-08-02, open symbol is : 600808.SH , price : 6.34193724420191 \n",
      "2007-08-02, open symbol is : 600548.SH , price : 5.492805280528054 \n",
      "2007-08-02, open symbol is : 600188.SH , price : 12.84805456702254 \n",
      "2007-08-02, open symbol is : 600028.SH , price : 6.201316187594554 \n",
      "2007-08-02, open symbol is : 600708.SH , price : 4.076470588235294 \n",
      "2007-08-02, open symbol is : 600688.SH , price : 4.514945083682009 \n",
      "2007-08-02, open symbol is : 600565.SH , price : 3.8705457598656596 \n",
      "2007-08-02, open symbol is : 002016.SZ , price : 5.028549992344206 \n",
      "2008-08-01, ['600019.SH' '000429.SZ' '002110.SZ' '601006.SH' '600548.SH' '600808.SH'\n",
      " '600028.SH' '600188.SH' '601003.SH' '600507.SH']\n",
      "2008-08-01, symbol:600019.SH,price:5.046363636363636\n",
      "2008-08-01, symbol:000429.SZ,price:3.579388947927736\n",
      "2008-08-01, symbol:002110.SZ,price:7.265266243282853\n",
      "2008-08-01, symbol:601006.SH,price:7.113207547169812\n",
      "2008-08-01, symbol:600548.SH,price:3.789818481848185\n",
      "2008-08-01, symbol:600808.SH,price:4.267776261937245\n",
      "2008-08-01, symbol:600028.SH,price:5.109809379727685\n",
      "2008-08-01, symbol:600188.SH,price:13.166263345195732\n",
      "2008-08-01, symbol:601003.SH,price:3.85812744331509\n",
      "2008-08-01, symbol:600507.SH,price:1.0347144456886899\n",
      "2008-08-04, sell result : sell_price : 4.989090909090908 , sell_cost : 253050.06782204926 , commission : 30.754394062452153\n",
      "2008-08-04, sell result : sell_price : 3.5793889479277357 , sell_cost : 252857.06305520688 , commission : 31.11611163218764\n",
      "2008-08-04, sell result : sell_price : 4.243342428376534 , sell_cost : 252284.98825191456 , commission : 33.76039697240945\n",
      "2008-08-04, sell result : sell_price : 3.7961138613861394 , sell_cost : 252566.87092035252 , commission : 34.91012517871385\n",
      "2008-08-04, sell result : sell_price : 13.021654804270463 , sell_cost : 250686.56171599962 , commission : 50.81475726471304\n",
      "2008-08-04, sell result : sell_price : 5.096338880484114 , sell_cost : 252284.9882519146 , commission : 41.46635184197681\n",
      "2008-08-04, sell result : sell_price : 2.5293286445012786 , sell_cost : 252022.4648510281 , commission : 31.274487359001085\n",
      "2008-08-04, sell result : sell_price : 2.3145371338912133 , sell_cost : 252672.2253789322 , commission : 25.905929640479222\n",
      "2008-08-04, sell result : sell_price : 2.715919395465995 , sell_cost : 256770.74218159306 , commission : 36.034641218317056\n",
      "2008-08-04, sell result : sell_price : 3.660963099065993 , sell_cost : 252409.57343129834 , commission : 36.75262791818015\n",
      "2008-08-04, buy result : buy_price : 4.989090909090908 , buy_cost : 183435.62410366433 , commission : 36.68712482073287\n",
      "2008-08-04, buy result : buy_price : 3.579388947927736 , buy_cost : 185541.3901966911 , commission : 37.108278039338224\n",
      "2008-08-04, buy result : buy_price : 7.2805080605764525 , buy_cost : 185930.6378684324 , commission : 37.186127573686484\n",
      "2008-08-04, buy result : buy_price : 7.140461215932915 , buy_cost : 186252.27674916884 , commission : 37.250455349833764\n",
      "2008-08-04, buy result : buy_price : 3.7961138613861394 , buy_cost : 185849.5984860544 , commission : 37.16991969721088\n",
      "2008-08-04, buy result : buy_price : 4.243342428376534 , buy_cost : 184479.13032915274 , commission : 36.89582606583055\n",
      "2008-08-04, buy result : buy_price : 5.096338880484114 , buy_cost : 185052.2652664713 , commission : 37.01045305329426\n",
      "2008-08-04, buy result : buy_price : 13.021654804270463 , buy_cost : 183503.54019976087 , commission : 36.700708039952175\n",
      "2008-08-04, buy result : buy_price : 3.865285379202503 , buy_cost : 185885.6228315644 , commission : 37.17712456631288\n",
      "2008-08-04, buy result : buy_price : 1.0100783874580068 , buy_cost : 181123.73804915085 , commission : 36.22474760983017\n",
      "2008-08-04, closed symbol is : 600019.SH , total_profit : -99278.09750978852 , net_profit : -99359.46191741539\n",
      "2008-08-04, closed symbol is : 000429.SZ , total_profit : -97276.50489426868 , net_profit : -97358.19241851191\n",
      "2008-08-04, closed symbol is : 600808.SH , total_profit : -83483.0033898673 , net_profit : -83567.2207844901\n",
      "2008-08-04, closed symbol is : 600548.SH , total_profit : -78016.24502678326 , net_profit : -78101.66852614605\n",
      "2008-08-04, closed symbol is : 600188.SH , total_profit : 3387.2246075655457 , net_profit : 3286.2725379576327\n",
      "2008-08-04, closed symbol is : 600028.SH , total_profit : -44953.229042030536 , net_profit : -45045.1523915229\n",
      "2008-08-04, closed symbol is : 600708.SH , total_profit : -95650.02805602268 , net_profit : -95731.70703635189\n",
      "2008-08-04, closed symbol is : 600688.SH , total_profit : -123142.5771765361 , net_profit : -123219.01755125237\n",
      "2008-08-04, closed symbol is : 600565.SH , total_profit : -76597.53609000776 , net_profit : -76684.9248796624\n",
      "2008-08-04, closed symbol is : 002016.SZ , total_profit : -68646.43384039757 , net_profit : -68733.668383002\n",
      "2008-08-04, open symbol is : 600019.SH , price : 4.989090909090908 \n",
      "2008-08-04, open symbol is : 000429.SZ , price : 3.579388947927736 \n",
      "2008-08-04, open symbol is : 002110.SZ , price : 7.2805080605764525 \n",
      "2008-08-04, open symbol is : 601006.SH , price : 7.140461215932915 \n",
      "2008-08-04, open symbol is : 600548.SH , price : 3.7961138613861394 \n",
      "2008-08-04, open symbol is : 600808.SH , price : 4.243342428376534 \n",
      "2008-08-04, open symbol is : 600028.SH , price : 5.096338880484114 \n",
      "2008-08-04, open symbol is : 600188.SH , price : 13.021654804270463 \n",
      "2008-08-04, open symbol is : 601003.SH , price : 3.865285379202503 \n",
      "2008-08-04, open symbol is : 600507.SH , price : 1.0100783874580068 \n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "2009-08-03, ['000429.SZ' '600019.SH' '601006.SH' '600548.SH' '600808.SH' '601003.SH'\n",
      " '600708.SH' '002110.SZ' '600028.SH' '600688.SH']\n",
      "2009-08-03, symbol:000429.SZ,price:3.9633846971307123\n",
      "2009-08-03, symbol:600019.SH,price:6.606240369799691\n",
      "2009-08-03, symbol:601006.SH,price:6.359764150943397\n",
      "2009-08-03, symbol:600548.SH,price:3.999125412541255\n",
      "2009-08-03, symbol:600808.SH,price:5.701227830832196\n",
      "2009-08-03, symbol:601003.SH,price:7.451411258795935\n",
      "2009-08-03, symbol:600708.SH,price:4.239899296675191\n",
      "2009-08-03, symbol:002110.SZ,price:10.134938935026868\n",
      "2009-08-03, symbol:600028.SH,price:6.83057791225416\n",
      "2009-08-03, symbol:600688.SH,price:3.6136192468619246\n",
      "2009-08-04, sell result : sell_price : 6.704352850539291 , sell_cost : 183435.62410366433 , commission : 49.30025015615312\n",
      "2009-08-04, sell result : sell_price : 3.970241764080765 , sell_cost : 185541.3901966911 , commission : 41.160331388461366\n",
      "2009-08-04, sell result : sell_price : 10.002589154860772 , sell_cost : 185930.6378684324 , commission : 51.08950546926183\n",
      "2009-08-04, sell result : sell_price : 6.460801886792453 , sell_cost : 186252.27674916884 , commission : 33.704799302189095\n",
      "2009-08-04, sell result : sell_price : 4.018382838283829 , sell_cost : 185849.5984860544 , commission : 39.346282241681976\n",
      "2009-08-04, sell result : sell_price : 5.725661664392907 , sell_cost : 184479.13032915274 , commission : 49.78457912529535\n",
      "2009-08-04, sell result : sell_price : 6.876024205748866 , sell_cost : 185052.2652664713 , commission : 49.93482125662908\n",
      "2009-08-04, sell result : sell_price : 15.708629893238436 , sell_cost : 183503.54019976087 , commission : 44.27377688051901\n",
      "2009-08-04, sell result : sell_price : 7.465727130570759 , sell_cost : 185885.6228315644 , commission : 71.80692763456356\n",
      "2009-08-04, buy result : buy_price : 3.970241764080765 , buy_cost : 245878.14737143123 , commission : 49.17562947428625\n",
      "2009-08-04, buy result : buy_price : 6.704352850539291 , buy_cost : 249098.83618085887 , commission : 49.81976723617178\n",
      "2009-08-04, buy result : buy_price : 6.460801886792453 , buy_cost : 249353.013194937 , commission : 49.8706026389874\n",
      "2009-08-04, buy result : buy_price : 4.018382838283829 , buy_cost : 246635.44636684773 , commission : 49.32708927336955\n",
      "2009-08-04, buy result : buy_price : 5.725661664392907 , buy_cost : 246505.43087595154 , commission : 49.30108617519031\n",
      "2009-08-04, buy result : buy_price : 7.465727130570759 , buy_cost : 245925.05986083 , commission : 49.185011972166\n",
      "2009-08-04, buy result : buy_price : 4.2092071611253195 , buy_cost : 243676.678246486 , commission : 48.7353356492972\n",
      "2009-08-04, buy result : buy_price : 10.002589154860772 , buy_cost : 242248.1680863111 , commission : 48.44963361726222\n",
      "2009-08-04, buy result : buy_price : 6.876024205748866 , buy_cost : 247086.5777602881 , commission : 49.41731555205763\n",
      "2009-08-04, order need more margin : order_ref:358  order_info:AutoOrderedDict()\n",
      "2009-08-04, closed symbol is : 600019.SH , total_profit : 63065.62667710125 , net_profit : 62979.639302124364\n",
      "2009-08-04, closed symbol is : 000429.SZ , total_profit : 20260.266745615707 , net_profit : 20181.998136187907\n",
      "2009-08-04, closed symbol is : 002110.SZ , total_profit : 69516.88947787673 , net_profit : 69428.61384483377\n",
      "2009-08-04, closed symbol is : 601006.SH , total_profit : -17728.28023822336 , net_profit : -17799.235492875385\n",
      "2009-08-04, closed symbol is : 600548.SH , total_profit : 10881.812722355486 , net_profit : 10805.296520416592\n",
      "2009-08-04, closed symbol is : 600808.SH , total_profit : 64443.76529732404 , net_profit : 64357.084892132916\n",
      "2009-08-04, closed symbol is : 600028.SH , total_profit : 64621.841016674065 , net_profit : 64534.89574236414\n",
      "2009-08-04, closed symbol is : 600188.SH , total_profit : 37865.34420283418 , net_profit : 37784.36971791371\n",
      "2009-08-04, closed symbol is : 601003.SH , total_profit : 173149.01534125343 , net_profit : 173040.03128905254\n",
      "2009-08-04, open symbol is : 000429.SZ , price : 3.970241764080765 \n",
      "2009-08-04, open symbol is : 600019.SH , price : 6.704352850539291 \n",
      "2009-08-04, open symbol is : 601006.SH , price : 6.460801886792453 \n",
      "2009-08-04, open symbol is : 600548.SH , price : 4.018382838283829 \n",
      "2009-08-04, open symbol is : 600808.SH , price : 5.725661664392907 \n",
      "2009-08-04, open symbol is : 601003.SH , price : 7.465727130570759 \n",
      "2009-08-04, open symbol is : 600708.SH , price : 4.2092071611253195 \n",
      "2009-08-04, open symbol is : 002110.SZ , price : 10.002589154860772 \n",
      "2009-08-04, open symbol is : 600028.SH , price : 6.876024205748866 \n",
      "2009-08-27, sell result : sell_price : 2.0488988428518105 , sell_cost : 181123.73804915085 , commission : 73.48028072075306\n",
      "2009-08-27, closed symbol is : 600507.SH , total_profit : 186277.66555461445 , net_profit : 186167.96052628386\n",
      "2010-08-02, ['601006.SH' '600019.SH' '600548.SH' '600188.SH' '000429.SZ' '600028.SH'\n",
      " '600708.SH' '002110.SZ' '600565.SH' '000718.SZ']\n",
      "2010-08-02, symbol:601006.SH,price:5.084591194968555\n",
      "2010-08-02, symbol:600019.SH,price:4.462634822804315\n",
      "2010-08-02, symbol:600548.SH,price:3.296963696369637\n",
      "2010-08-02, symbol:600188.SH,price:12.898665480427047\n",
      "2010-08-02, symbol:000429.SZ,price:3.7577417640807655\n",
      "2010-08-02, symbol:600028.SH,price:4.127446293494705\n",
      "2010-08-02, symbol:600708.SH,price:3.663331202046035\n",
      "2010-08-02, symbol:002110.SZ,price:5.755251587689301\n",
      "2010-08-02, symbol:600565.SH,price:4.807254408060453\n",
      "2010-08-02, symbol:000718.SZ,price:5.0835509138381205\n",
      "2010-08-03, sell result : sell_price : 3.7648857598299683 , sell_cost : 245878.14737143123 , commission : 46.63207888582598\n",
      "2010-08-03, sell result : sell_price : 4.496340523882896 , sell_cost : 249098.83618085887 , commission : 33.41211945555546\n",
      "2010-08-03, sell result : sell_price : 5.084591194968555 , sell_cost : 249353.013194937 , commission : 39.24770198949093\n",
      "2010-08-03, sell result : sell_price : 3.316666666666667 , sell_cost : 246635.44636684773 , commission : 40.713271816218146\n",
      "2010-08-03, sell result : sell_price : 3.0092996816734883 , sell_cost : 246505.43087595154 , commission : 25.91172018699576\n",
      "2010-08-03, sell result : sell_price : 3.76618451915559 , sell_cost : 245925.05986083 , commission : 24.81202800803306\n",
      "2010-08-03, sell result : sell_price : 3.6777917199488486 , sell_cost : 243676.678246486 , commission : 42.58246435939122\n",
      "2010-08-03, sell result : sell_price : 5.755251587689301 , sell_cost : 242248.1680863111 , commission : 27.876765353619543\n",
      "2010-08-03, sell result : sell_price : 4.132078668683812 , sell_cost : 247086.5777602881 , commission : 29.696846512778553\n",
      "2010-08-03, buy result : buy_price : 5.084591194968555 , buy_cost : 185021.05416833964 , commission : 37.004210833667926\n",
      "2010-08-03, buy result : buy_price : 4.496340523882896 , buy_cost : 186418.49415450526 , commission : 37.28369883090105\n",
      "2010-08-03, buy result : buy_price : 3.316666666666667 , buy_cost : 186126.7576793058 , commission : 37.22535153586116\n",
      "2010-08-03, buy result : buy_price : 12.941423487544485 , buy_cost : 185634.38362967112 , commission : 37.126876725934224\n",
      "2010-08-03, buy result : buy_price : 3.7648857598299683 , buy_cost : 185372.80522189158 , commission : 37.074561044378314\n",
      "2010-08-03, buy result : buy_price : 4.132078668683812 , buy_cost : 185228.7096724567 , commission : 37.045741934491346\n",
      "2010-08-03, buy result : buy_price : 3.6777917199488486 , buy_cost : 185751.4004347936 , commission : 37.15028008695872\n",
      "2010-08-03, buy result : buy_price : 5.755251587689301 , buy_cost : 185021.05416833961 , commission : 37.004210833667926\n",
      "2010-08-03, buy result : buy_price : 4.815717884130983 , buy_cost : 185346.79546088955 , commission : 37.06935909217791\n",
      "2010-08-03, buy result : buy_price : 5.08833768494343 , buy_cost : 185195.27361670908 , commission : 37.03905472334182\n",
      "2010-08-03, closed symbol is : 000429.SZ , total_profit : -12717.752942301298 , net_profit : -12813.560650661411\n",
      "2010-08-03, closed symbol is : 600019.SH , total_profit : -82038.23890308157 , net_profit : -82121.4707897733\n",
      "2010-08-03, closed symbol is : 601006.SH , total_profit : -53114.503247482346 , net_profit : -53203.621552110824\n",
      "2010-08-03, closed symbol is : 600548.SH , total_profit : -43069.08728575703 , net_profit : -43159.12764684662\n",
      "2010-08-03, closed symbol is : 600808.SH , total_profit : -116946.82994097275 , net_profit : -117022.04274733494\n",
      "2010-08-03, closed symbol is : 601003.SH , total_profit : -121864.91982066471 , net_profit : -121938.91686064491\n",
      "2010-08-03, closed symbol is : 600708.SH , total_profit : -30764.356449529932 , net_profit : -30855.67424953862\n",
      "2010-08-03, closed symbol is : 002110.SZ , total_profit : -102864.3413182134 , net_profit : -102940.66771718427\n",
      "2010-08-03, closed symbol is : 600028.SH , total_profit : -98602.34519639537 , net_profit : -98681.45935846021\n",
      "2010-08-03, open symbol is : 601006.SH , price : 5.084591194968555 \n",
      "2010-08-03, open symbol is : 600019.SH , price : 4.496340523882896 \n",
      "2010-08-03, open symbol is : 600548.SH , price : 3.316666666666667 \n",
      "2010-08-03, open symbol is : 600188.SH , price : 12.941423487544485 \n",
      "2010-08-03, open symbol is : 000429.SZ , price : 3.7648857598299683 \n",
      "2010-08-03, open symbol is : 600028.SH , price : 4.132078668683812 \n",
      "2010-08-03, open symbol is : 600708.SH , price : 3.6777917199488486 \n",
      "2010-08-03, open symbol is : 002110.SZ , price : 5.755251587689301 \n",
      "2010-08-03, open symbol is : 600565.SH , price : 4.815717884130983 \n",
      "2010-08-03, open symbol is : 000718.SZ , price : 5.08833768494343 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2011-08-01, ['600019.SH' '601006.SH' '601003.SH' '600548.SH' '600028.SH' '000429.SZ'\n",
      " '600808.SH' '600188.SH' '002110.SZ' '000718.SZ']\n",
      "2011-08-01, symbol:600019.SH,price:4.099768875192604\n",
      "2011-08-01, symbol:601006.SH,price:4.661132075471698\n",
      "2011-08-01, symbol:601003.SH,price:3.7969116497263484\n",
      "2011-08-01, symbol:600548.SH,price:3.2574257425742577\n",
      "2011-08-01, symbol:600028.SH,price:3.6838880484114975\n",
      "2011-08-01, symbol:000429.SZ,price:2.9914373007438897\n",
      "2011-08-01, symbol:600808.SH,price:2.7513915416098227\n",
      "2011-08-01, symbol:600188.SH,price:23.942437722419932\n",
      "2011-08-01, symbol:002110.SZ,price:4.886907669760625\n",
      "2011-08-01, symbol:000718.SZ,price:4.55413402959095\n",
      "2011-08-02, sell result : sell_price : 4.6489937106918235 , sell_cost : 185021.05416833964 , commission : 33.834056040743384\n",
      "2011-08-02, sell result : sell_price : 4.078563174114021 , sell_cost : 186418.49415450526 , commission : 33.81948503205302\n",
      "2011-08-02, sell result : sell_price : 3.223494224422442 , sell_cost : 186126.7576793058 , commission : 36.179609752143776\n",
      "2011-08-02, sell result : sell_price : 24.210720640569395 , sell_cost : 185634.38362967112 , commission : 69.45669010318456\n",
      "2011-08-02, sell result : sell_price : 2.9914373007438897 , sell_cost : 185372.80522189158 , commission : 29.458058462275474\n",
      "2011-08-02, sell result : sell_price : 3.660121028744327 , sell_cost : 185228.7096724567 , commission : 32.81445247097807\n",
      "2011-08-02, sell result : sell_price : 3.31902493606138 , sell_cost : 185751.4004347936 , commission : 33.52628843049205\n",
      "2011-08-02, sell result : sell_price : 4.876619443087445 , sell_cost : 185021.05416833961 , commission : 31.35492015910704\n",
      "2011-08-02, sell result : sell_price : 4.053969773299749 , sell_cost : 185346.79546088955 , commission : 31.205744375202702\n",
      "2011-08-02, sell result : sell_price : 4.50165361183638 , sell_cost : 185195.27361670908 , commission : 32.76846089985687\n",
      "2011-08-02, buy result : buy_price : 4.078563174114021 , buy_cost : 181597.28234460118 , commission : 36.319456468920244\n",
      "2011-08-02, buy result : buy_price : 4.6489937106918235 , buy_cost : 182066.09393066558 , commission : 36.413218786133115\n",
      "2011-08-02, buy result : buy_price : 3.7893178264268963 , buy_cost : 182176.37939748523 , commission : 36.43527587949705\n",
      "2011-08-02, buy result : buy_price : 3.223494224422442 , buy_cost : 180639.98875627393 , commission : 36.12799775125479\n",
      "2011-08-02, buy result : buy_price : 3.6601210287443267 , buy_cost : 181363.7754684383 , commission : 36.272755093687664\n",
      "2011-08-02, buy result : buy_price : 2.9914373007438897 , buy_cost : 182541.46232212946 , commission : 36.5082924644259\n",
      "2011-08-02, buy result : buy_price : 2.7346657571623467 , buy_cost : 181431.7877791378 , commission : 36.286357555827564\n",
      "2011-08-02, buy result : buy_price : 24.210720640569395 , buy_cost : 184586.8996649274 , commission : 36.917379932985476\n",
      "2011-08-02, buy result : buy_price : 4.876619443087445 , buy_cost : 182157.16450671447 , commission : 36.431432901342895\n",
      "2011-08-02, buy result : buy_price : 4.50165361183638 , buy_cost : 180437.9115399282 , commission : 36.08758230798564\n",
      "2011-08-02, closed symbol is : 601006.SH , total_profit : -15850.773964622731 , net_profit : -15921.612231497142\n",
      "2011-08-02, closed symbol is : 600019.SH , total_profit : -17321.068994240202 , net_profit : -17392.172178103156\n",
      "2011-08-02, closed symbol is : 600548.SH , total_profit : -5228.708918586919 , net_profit : -5302.113879874924\n",
      "2011-08-02, closed symbol is : 600188.SH , total_profit : 161649.06688625168 , net_profit : 161542.48331942255\n",
      "2011-08-02, closed symbol is : 000429.SZ , total_profit : -38082.5129105142 , net_profit : -38149.04553002085\n",
      "2011-08-02, closed symbol is : 600028.SH , total_profit : -21156.447317566362 , net_profit : -21226.30751197183\n",
      "2011-08-02, closed symbol is : 600708.SH , total_profit : -18119.95828233334 , net_profit : -18190.63485085079\n",
      "2011-08-02, closed symbol is : 002110.SZ , total_profit : -28246.453372804423 , net_profit : -28314.8125037972\n",
      "2011-08-02, closed symbol is : 600565.SH , total_profit : -29318.07358487604 , net_profit : -29386.348688343423\n",
      "2011-08-02, closed symbol is : 000718.SZ , total_profit : -21352.96911742473 , net_profit : -21422.776633047928\n",
      "2011-08-02, open symbol is : 600019.SH , price : 4.078563174114021 \n",
      "2011-08-02, open symbol is : 601006.SH , price : 4.6489937106918235 \n",
      "2011-08-02, open symbol is : 601003.SH , price : 3.7893178264268963 \n",
      "2011-08-02, open symbol is : 600548.SH , price : 3.223494224422442 \n",
      "2011-08-02, open symbol is : 600028.SH , price : 3.6601210287443267 \n",
      "2011-08-02, open symbol is : 000429.SZ , price : 2.9914373007438897 \n",
      "2011-08-02, open symbol is : 600808.SH , price : 2.7346657571623467 \n",
      "2011-08-02, open symbol is : 600188.SH , price : 24.210720640569395 \n",
      "2011-08-02, open symbol is : 002110.SZ , price : 4.876619443087445 \n",
      "2011-08-02, open symbol is : 000718.SZ , price : 4.50165361183638 \n",
      "2012-08-01, ['600019.SH' '601006.SH' '601003.SH' '600548.SH' '600028.SH' '000429.SZ'\n",
      " '600188.SH' '600808.SH' '600708.SH' '600688.SH']\n",
      "2012-08-01, symbol:600019.SH,price:3.0908513097072423\n",
      "2012-08-01, symbol:601006.SH,price:3.880817610062893\n",
      "2012-08-01, symbol:601003.SH,price:2.156645817044566\n",
      "2012-08-01, symbol:600548.SH,price:2.5440594059405943\n",
      "2012-08-01, symbol:600028.SH,price:2.9971558245083205\n",
      "2012-08-01, symbol:000429.SZ,price:2.1713815090329436\n",
      "2012-08-01, symbol:600188.SH,price:13.965682087781731\n",
      "2012-08-01, symbol:600808.SH,price:1.6642155525238744\n",
      "2012-08-01, symbol:600708.SH,price:2.037065217391304\n",
      "2012-08-01, symbol:600688.SH,price:1.8356485355648535\n",
      "2012-08-02, sell result : sell_price : 3.1056047765793524 , sell_cost : 181597.28234460118 , commission : 27.65529738720955\n",
      "2012-08-02, sell result : sell_price : 3.8808176100628935 , sell_cost : 182066.09393066558 , commission : 30.396483518423466\n",
      "2012-08-02, sell result : sell_price : 2.156645817044566 , sell_cost : 182176.37939748523 , commission : 20.73671011979391\n",
      "2012-08-02, sell result : sell_price : 2.536992574257426 , sell_cost : 180639.98875627393 , commission : 28.433884361664894\n",
      "2012-08-02, sell result : sell_price : 2.9971558245083205 , sell_cost : 181363.7754684383 , commission : 29.7025968120258\n",
      "2012-08-02, sell result : sell_price : 2.1713815090329436 , sell_cost : 182541.46232212946 , commission : 26.50011456496447\n",
      "2012-08-02, sell result : sell_price : 1.6642155525238744 , sell_cost : 181431.7877791378 , commission : 22.082523405534204\n",
      "2012-08-02, sell result : sell_price : 13.853537959667854 , sell_cost : 184586.8996649274 , commission : 21.124374274762047\n",
      "2012-08-02, sell result : sell_price : 2.8679921836834392 , sell_cost : 182157.16450671447 , commission : 21.425716322717275\n",
      "2012-08-02, sell result : sell_price : 4.175108790252394 , sell_cost : 180437.9115399282 , commission : 33.469830223468556\n",
      "2012-08-02, buy result : buy_price : 3.1056047765793533 , buy_cost : 136993.54220682525 , commission : 27.398708441365052\n",
      "2012-08-02, buy result : buy_price : 3.8808176100628926 , buy_cost : 136342.7415312584 , commission : 27.26854830625168\n",
      "2012-08-02, buy result : buy_price : 2.156645817044566 , buy_cost : 136342.7415312584 , commission : 27.26854830625168\n",
      "2012-08-02, buy result : buy_price : 2.536992574257426 , buy_cost : 135964.01169367158 , commission : 27.192802338734314\n",
      "2012-08-02, buy result : buy_price : 2.9971558245083205 , buy_cost : 136342.7415312584 , commission : 27.26854830625168\n",
      "2012-08-02, buy result : buy_price : 2.1713815090329436 , buy_cost : 136342.7415312584 , commission : 27.268548306251677\n",
      "2012-08-02, buy result : buy_price : 13.853537959667854 , buy_cost : 135247.9122363072 , commission : 27.04958244726144\n",
      "2012-08-02, buy result : buy_price : 1.6642155525238744 , buy_cost : 136342.7415312584 , commission : 27.268548306251677\n",
      "2012-08-02, buy result : buy_price : 2.0420580242966753 , buy_cost : 136676.91491736443 , commission : 27.335382983472886\n",
      "2012-08-02, buy result : buy_price : 1.8499895397489539 , buy_cost : 137407.91919947133 , commission : 27.48158383989427\n",
      "2012-08-02, closed symbol is : 600019.SH , total_profit : -43320.795408553444 , net_profit : -43384.77016240957\n",
      "2012-08-02, closed symbol is : 601006.SH , total_profit : -30083.676338548255 , net_profit : -30150.48604085281\n",
      "2012-08-02, closed symbol is : 601003.SH , total_profit : -78492.8287985157 , net_profit : -78550.00078451498\n",
      "2012-08-02, closed symbol is : 600548.SH , total_profit : -38470.56694794945 , net_profit : -38535.12883006237\n",
      "2012-08-02, closed symbol is : 600028.SH , total_profit : -32850.79140830931 , net_profit : -32916.766760215025\n",
      "2012-08-02, closed symbol is : 000429.SZ , total_profit : -50040.88949730714 , net_profit : -50103.897904336525\n",
      "2012-08-02, closed symbol is : 600808.SH , total_profit : -71019.17075146681 , net_profit : -71077.53963242818\n",
      "2012-08-02, closed symbol is : 600188.SH , total_profit : -78965.02829111715 , net_profit : -79023.0700453249\n",
      "2012-08-02, closed symbol is : 002110.SZ , total_profit : -75028.58289312808 , net_profit : -75086.44004235214\n",
      "2012-08-02, closed symbol is : 000718.SZ , total_profit : -13088.760422585457 , net_profit : -13158.317835116912\n",
      "2012-08-02, open symbol is : 600019.SH , price : 3.1056047765793533 \n",
      "2012-08-02, open symbol is : 601006.SH , price : 3.8808176100628926 \n",
      "2012-08-02, open symbol is : 601003.SH , price : 2.156645817044566 \n",
      "2012-08-02, open symbol is : 600548.SH , price : 2.536992574257426 \n",
      "2012-08-02, open symbol is : 600028.SH , price : 2.9971558245083205 \n",
      "2012-08-02, open symbol is : 000429.SZ , price : 2.1713815090329436 \n",
      "2012-08-02, open symbol is : 600188.SH , price : 13.853537959667854 \n",
      "2012-08-02, open symbol is : 600808.SH , price : 1.6642155525238744 \n",
      "2012-08-02, open symbol is : 600708.SH , price : 2.0420580242966753 \n",
      "2012-08-02, open symbol is : 600688.SH , price : 1.8499895397489539 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2013-08-01, ['601006.SH' '600548.SH' '600188.SH' '600019.SH' '600028.SH' '601566.SH'\n",
      " '600708.SH' '000429.SZ' '000780.SZ' '002540.SZ']\n",
      "2013-08-01, symbol:601006.SH,price:4.186263102725367\n",
      "2013-08-01, symbol:600548.SH,price:1.9849009900990102\n",
      "2013-08-01, symbol:600188.SH,price:7.412695729537367\n",
      "2013-08-01, symbol:600019.SH,price:3.0827426810477654\n",
      "2013-08-01, symbol:600028.SH,price:2.9998003025718605\n",
      "2013-08-01, symbol:601566.SH,price:8.342054881940012\n",
      "2013-08-01, symbol:600708.SH,price:2.512640664961637\n",
      "2013-08-01, symbol:000429.SZ,price:1.9706748140276302\n",
      "2013-08-01, symbol:000780.SZ,price:4.705825341766986\n",
      "2013-08-01, symbol:002540.SZ,price:2.386330275229358\n",
      "2013-08-02, sell result : sell_price : 3.097966101694915 , sell_cost : 136993.54220682525 , commission : 27.331317436683634\n",
      "2013-08-02, sell result : sell_price : 4.213579664570231 , sell_cost : 136342.7415312584 , commission : 29.60669945622903\n",
      "2013-08-02, sell result : sell_price : 1.6934225957779514 , sell_cost : 136342.7415312584 , commission : 21.41157138131734\n",
      "2013-08-02, sell result : sell_price : 1.9849009900990104 , sell_cost : 135964.01169367158 , commission : 21.275198372040496\n",
      "2013-08-02, sell result : sell_price : 3.0133434190620276 , sell_cost : 136342.7415312584 , commission : 27.415825334840008\n",
      "2013-08-02, sell result : sell_price : 1.9857757704569607 , sell_cost : 136342.7415312584 , commission : 24.93768243711623\n",
      "2013-08-02, sell result : sell_price : 7.412695729537368 , sell_cost : 135247.9122363072 , commission : 14.473582479532265\n",
      "2013-08-02, sell result : sell_price : 1.3464256480218284 , sell_cost : 136342.7415312584 , commission : 22.061488830686038\n",
      "2013-08-02, sell result : sell_price : 2.5075543478260864 , sell_cost : 136676.91491736443 , commission : 33.56660664591393\n",
      "2013-08-02, buy result : buy_price : 4.213579664570231 , buy_cost : 133474.44505582203 , commission : 26.694889011164406\n",
      "2013-08-02, buy result : buy_price : 1.9849009900990102 , buy_cost : 132609.13260813436 , commission : 26.52182652162687\n",
      "2013-08-02, buy result : buy_price : 7.412695729537367 , buy_cost : 132609.13260813436 , commission : 26.521826521626874\n",
      "2013-08-02, buy result : buy_price : 3.0979661016949156 , buy_cost : 133263.99252224862 , commission : 26.652798504449724\n",
      "2013-08-02, buy result : buy_price : 3.013343419062027 , buy_cost : 133207.81943706502 , commission : 26.641563887413007\n",
      "2013-08-02, buy result : buy_price : 8.355775366943202 , buy_cost : 132827.23973413458 , commission : 26.565447946826918\n",
      "2013-08-02, buy result : buy_price : 2.5075543478260864 , buy_cost : 132340.69306844173 , commission : 26.46813861368835\n",
      "2013-08-02, buy result : buy_price : 1.985775770456961 , buy_cost : 133625.29454382887 , commission : 26.725058908765774\n",
      "2013-08-02, buy result : buy_price : 4.714788818608447 , buy_cost : 132861.72143214985 , commission : 26.57234428642997\n",
      "2013-08-02, order need more margin : order_ref:437  order_info:AutoOrderedDict()\n",
      "2013-08-02, closed symbol is : 600019.SH , total_profit : -336.9550234070986 , net_profit : -391.68504928514733\n",
      "2013-08-02, closed symbol is : 601006.SH , total_profit : 11690.75574988676 , net_profit : 11633.88050212428\n",
      "2013-08-02, closed symbol is : 601003.SH , total_profit : -29284.8846246717 , net_profit : -29333.564744359268\n",
      "2013-08-02, closed symbol is : 600548.SH , total_profit : -29588.01983346909 , net_profit : -29636.487834179865\n",
      "2013-08-02, closed symbol is : 600028.SH , total_profit : 736.3851429416286 , net_profit : 681.7007693005369\n",
      "2013-08-02, closed symbol is : 000429.SZ , total_profit : -11654.32934567723 , net_profit : -11706.535576420598\n",
      "2013-08-02, closed symbol is : 600188.SH , total_profit : -62879.99983864588 , net_profit : -62921.52300357268\n",
      "2013-08-02, closed symbol is : 600808.SH , total_profit : -26035.297377828207 , net_profit : -26084.627414965144\n",
      "2013-08-02, closed symbol is : 600708.SH , total_profit : 31156.118312205228 , net_profit : 31095.21632257584\n",
      "2013-08-02, open symbol is : 601006.SH , price : 4.213579664570231 \n",
      "2013-08-02, open symbol is : 600548.SH , price : 1.9849009900990102 \n",
      "2013-08-02, open symbol is : 600188.SH , price : 7.412695729537367 \n",
      "2013-08-02, open symbol is : 600019.SH , price : 3.0979661016949156 \n",
      "2013-08-02, open symbol is : 600028.SH , price : 3.013343419062027 \n",
      "2013-08-02, open symbol is : 601566.SH , price : 8.355775366943202 \n",
      "2013-08-02, open symbol is : 600708.SH , price : 2.5075543478260864 \n",
      "2013-08-02, open symbol is : 000429.SZ , price : 1.985775770456961 \n",
      "2013-08-02, open symbol is : 000780.SZ , price : 4.714788818608447 \n",
      "2013-08-20, sell result : sell_price : 2.634518828451883 , sell_cost : 137407.91919947133 , commission : 39.13576185501315\n",
      "2013-08-20, closed symbol is : 600688.SH , total_profit : 58270.89007559442 , net_profit : 58204.27272989951\n",
      "2014-08-01, ['600507.SH' '000631.SZ' '601566.SH' '601006.SH' '600188.SH' '600028.SH'\n",
      " '600548.SH' '600019.SH' '000718.SZ' '600738.SH']\n",
      "2014-08-01, symbol:600507.SH,price:1.644974137471338\n",
      "2014-08-01, symbol:000631.SZ,price:2.2987560716877895\n",
      "2014-08-01, symbol:601566.SH,price:8.023611997447352\n",
      "2014-08-01, symbol:601006.SH,price:5.208857442348008\n",
      "2014-08-01, symbol:600188.SH,price:5.779724199288256\n",
      "2014-08-01, symbol:600028.SH,price:3.677661119515885\n",
      "2014-08-01, symbol:600548.SH,price:3.153712871287129\n",
      "2014-08-01, symbol:600019.SH,price:3.440003852080123\n",
      "2014-08-01, symbol:000718.SZ,price:2.8524692279000377\n",
      "2014-08-01, symbol:600738.SH,price:4.430615034168564\n",
      "2014-08-04, sell result : sell_price : 5.208857442348008 , sell_cost : 133474.44505582203 , commission : 33.00041351244758\n",
      "2014-08-04, sell result : sell_price : 3.153712871287129 , sell_cost : 132609.13260813436 , commission : 42.1392432612605\n",
      "2014-08-04, sell result : sell_price : 5.733300711743772 , sell_cost : 132609.13260813436 , commission : 20.51313212105608\n",
      "2014-08-04, sell result : sell_price : 3.440003852080123 , sell_cost : 133263.99252224862 , commission : 29.59545925110691\n",
      "2014-08-04, sell result : sell_price : 3.677661119515885 , sell_cost : 133207.81943706502 , commission : 32.51492778819594\n",
      "2014-08-04, sell result : sell_price : 8.023611997447352 , sell_cost : 132827.23973413458 , commission : 25.50940367628632\n",
      "2014-08-04, sell result : sell_price : 4.107938778772378 , sell_cost : 132340.69306844173 , commission : 43.36077226296432\n",
      "2014-08-04, sell result : sell_price : 2.5192561105207223 , sell_cost : 133625.29454382887 , commission : 33.90476858544875\n",
      "2014-08-04, sell result : sell_price : 4.160481534380739 , sell_cost : 132861.72143214985 , commission : 23.448292592143915\n",
      "2014-08-04, buy result : buy_price : 1.640135978243481 , buy_cost : 150649.17756911248 , commission : 30.129835513822496\n",
      "2014-08-04, buy result : buy_price : 2.3187800792808884 , buy_cost : 152409.71650712527 , commission : 30.481943301425055\n",
      "2014-08-04, buy result : buy_price : 8.023611997447352 , buy_cost : 151093.57042329866 , commission : 30.218714084659734\n",
      "2014-08-04, buy result : buy_price : 5.208857442348008 , buy_cost : 151093.57042329866 , commission : 30.218714084659734\n",
      "2014-08-04, buy result : buy_price : 5.733300711743772 , buy_cost : 149879.96744801113 , commission : 29.975993489602228\n",
      "2014-08-04, buy result : buy_price : 3.677661119515885 , buy_cost : 151093.57042329866 , commission : 30.218714084659734\n",
      "2014-08-04, buy result : buy_price : 3.1537128712871296 , buy_cost : 151093.57042329866 , commission : 30.218714084659734\n",
      "2014-08-04, buy result : buy_price : 3.440003852080123 , buy_cost : 151093.57042329866 , commission : 30.218714084659734\n",
      "2014-08-04, buy result : buy_price : 2.8706378217083186 , buy_cost : 152055.94985274645 , commission : 30.411189970549287\n",
      "2014-08-04, buy result : buy_price : 4.445558086560364 , buy_cost : 151603.1608800383 , commission : 30.320632176007663\n",
      "2014-08-04, closed symbol is : 601006.SH , total_profit : 31527.622506415846 , net_profit : 31467.927203892235\n",
      "2014-08-04, closed symbol is : 600548.SH , total_profit : 78087.08369816815 , net_profit : 78018.42262838526\n",
      "2014-08-04, closed symbol is : 600188.SH , total_profit : -30043.472002853956 , net_profit : -30090.506961496638\n",
      "2014-08-04, closed symbol is : 600019.SH , total_profit : 14713.30373328591 , net_profit : 14657.055475530353\n",
      "2014-08-04, closed symbol is : 600028.SH , total_profit : 29366.819503914685 , net_profit : 29307.663012239074\n",
      "2014-08-04, closed symbol is : 601566.SH , total_profit : -5280.221352702999 , net_profit : -5332.296204326112\n",
      "2014-08-04, closed symbol is : 600708.SH , total_profit : 84463.16824637982 , net_profit : 84393.33933550317\n",
      "2014-08-04, closed symbol is : 000429.SZ , total_profit : 35898.54838341484 , net_profit : 35837.91855592062\n",
      "2014-08-04, closed symbol is : 000780.SZ , total_profit : -15620.258471430274 , net_profit : -15670.279108308847\n",
      "2014-08-04, open symbol is : 600507.SH , price : 1.640135978243481 \n",
      "2014-08-04, open symbol is : 000631.SZ , price : 2.3187800792808884 \n",
      "2014-08-04, open symbol is : 601566.SH , price : 8.023611997447352 \n",
      "2014-08-04, open symbol is : 601006.SH , price : 5.208857442348008 \n",
      "2014-08-04, open symbol is : 600188.SH , price : 5.733300711743772 \n",
      "2014-08-04, open symbol is : 600028.SH , price : 3.677661119515885 \n",
      "2014-08-04, open symbol is : 600548.SH , price : 3.1537128712871296 \n",
      "2014-08-04, open symbol is : 600019.SH , price : 3.440003852080123 \n",
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      "2014-08-04, open symbol is : 600738.SH , price : 4.445558086560364 \n"
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     "text": [
      "2015-08-03, ['601006.SH' '601566.SH' '600028.SH' '600548.SH' '600507.SH' '600019.SH'\n",
      " '600738.SH' '600708.SH' '000718.SZ' '000429.SZ']\n",
      "2015-08-03, symbol:601006.SH,price:7.919025157232705\n",
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      "2015-08-03, symbol:600507.SH,price:4.630445795339413\n",
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      "2015-08-03, symbol:000429.SZ,price:4.734729011689692\n",
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      "2015-08-04, sell result : sell_price : 5.47987326224108 , sell_cost : 152409.71650712527 , commission : 72.03666599138205\n",
      "2015-08-04, sell result : sell_price : 13.11104020421187 , sell_cost : 151093.57042329866 , commission : 49.37910449927099\n",
      "2015-08-04, sell result : sell_price : 7.911483228511531 , sell_cost : 151093.57042329866 , commission : 45.89775249448992\n",
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      "2015-08-04, sell result : sell_price : 4.260937972768533 , sell_cost : 151093.57042329866 , commission : 35.011400492634706\n",
      "2015-08-04, sell result : sell_price : 5.967384488448845 , sell_cost : 151093.57042329866 , commission : 57.179170409407675\n",
      "2015-08-04, sell result : sell_price : 5.716895223420647 , sell_cost : 151093.57042329866 , commission : 50.22006649906557\n",
      "2015-08-04, sell result : sell_price : 6.940330722367276 , sell_cost : 152055.94985274645 , commission : 73.52502445980687\n",
      "2015-08-04, sell result : sell_price : 6.335854214123007 , sell_cost : 151603.1608800383 , commission : 43.21327073152017\n",
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      "2015-08-04, buy result : buy_price : 6.940330722367277 , buy_cost : 266130.6949843982 , commission : 53.226138996879634\n",
      "2015-08-04, buy result : buy_price : 4.7269287991498405 , buy_cost : 264161.7735511783 , commission : 52.83235471023566\n",
      "2015-08-04, closed symbol is : 600507.SH , total_profit : 274664.85742529674 , net_profit : 274549.664782784\n",
      "2015-08-04, closed symbol is : 000631.SZ , total_profit : 207773.61344978499 , net_profit : 207671.09484049218\n",
      "2015-08-04, closed symbol is : 601566.SH , total_profit : 95801.95207305628 , net_profit : 95722.35425447235\n",
      "2015-08-04, closed symbol is : 601006.SH , total_profit : 78395.19204915092 , net_profit : 78319.07558257178\n",
      "2015-08-04, closed symbol is : 600188.SH , total_profit : 76717.24457790736 , net_profit : 76641.94914201257\n",
      "2015-08-04, closed symbol is : 600028.SH , total_profit : 23963.432039874853 , net_profit : 23898.20192529756\n",
      "2015-08-04, closed symbol is : 600548.SH , total_profit : 134802.28162373966 , net_profit : 134714.8837392456\n",
      "2015-08-04, closed symbol is : 600019.SH , total_profit : 100006.76207202916 , net_profit : 99926.32329144543\n",
      "2015-08-04, closed symbol is : 000718.SZ , total_profit : 215569.1724462879 , net_profit : 215465.23623185756\n",
      "2015-08-04, closed symbol is : 600738.SH , total_profit : 64463.19277756251 , net_profit : 64389.65887465498\n",
      "2015-08-04, open symbol is : 601006.SH , price : 7.911483228511532 \n",
      "2015-08-04, open symbol is : 601566.SH , price : 13.11104020421187 \n",
      "2015-08-04, open symbol is : 600028.SH , price : 4.260937972768533 \n",
      "2015-08-04, open symbol is : 600548.SH , price : 5.967384488448845 \n",
      "2015-08-04, open symbol is : 600507.SH , price : 4.630445795339413 \n",
      "2015-08-04, open symbol is : 600019.SH , price : 5.716895223420647 \n",
      "2015-08-04, open symbol is : 600738.SH , price : 6.335854214123007 \n",
      "2015-08-04, open symbol is : 600708.SH , price : 4.76099584398977 \n",
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      "2015-08-04, open symbol is : 000429.SZ , price : 4.7269287991498405 \n",
      "2016-08-01, ['600507.SH' '601006.SH' '601566.SH' '600548.SH' '600028.SH' '000718.SZ'\n",
      " '002016.SZ' '002713.SZ' '000429.SZ' '000631.SZ']\n",
      "2016-08-01, symbol:600507.SH,price:3.1022918999626725\n",
      "2016-08-01, symbol:601006.SH,price:4.976729559748429\n",
      "2016-08-01, symbol:601566.SH,price:12.156368857689856\n",
      "2016-08-01, symbol:600548.SH,price:6.875\n",
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      "2016-08-02, sell result : sell_price : 12.195009572431399 , sell_cost : 266885.27211529197 , commission : 49.64775330551416\n",
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      "2016-08-02, sell result : sell_price : 7.154345393509886 , sell_cost : 266130.6949843982 , commission : 54.867440411651785\n",
      "2016-08-02, sell result : sell_price : 4.9775690754516475 , sell_cost : 264161.7735511783 , commission : 55.63373305649511\n",
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      "2016-08-02, buy result : buy_price : 4.111573893138294 , buy_cost : 241928.05004985922 , commission : 48.38561000997184\n",
      "2016-08-02, closed symbol is : 601006.SH , total_profit : -98058.66361685745 , net_profit : -98144.79015864377\n",
      "2016-08-02, closed symbol is : 601566.SH , total_profit : -18646.505587721185 , net_profit : -18749.530395449758\n",
      "2016-08-02, closed symbol is : 600028.SH , total_profit : -40316.443667417225 , net_profit : -40414.58567747944\n",
      "2016-08-02, closed symbol is : 600548.SH , total_profit : 40122.727929427085 , net_profit : 40011.0866529671\n",
      "2016-08-02, closed symbol is : 600507.SH , total_profit : -89084.34108282687 , net_profit : -89172.36328823774\n",
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      "2016-08-02, closed symbol is : 600708.SH , total_profit : -9036.403732017618 , net_profit : -9141.364956939286\n",
      "2016-08-02, closed symbol is : 000718.SZ , total_profit : 8206.507073860714 , net_profit : 8098.413494452182\n",
      "2016-08-02, closed symbol is : 000429.SZ , total_profit : 14006.891731297239 , net_profit : 13898.425643530509\n",
      "2016-08-02, open symbol is : 600507.SH , price : 3.0714744307577457 \n",
      "2016-08-02, open symbol is : 601006.SH , price : 4.976729559748429 \n",
      "2016-08-02, open symbol is : 601566.SH , price : 12.195009572431399 \n",
      "2016-08-02, open symbol is : 600548.SH , price : 6.8916666666666675 \n",
      "2016-08-02, open symbol is : 600028.SH , price : 3.6139425113464445 \n",
      "2016-08-02, open symbol is : 000718.SZ , price : 7.154345393509886 \n",
      "2016-08-02, open symbol is : 002016.SZ , price : 7.56279895881182 \n",
      "2016-08-02, open symbol is : 002713.SZ , price : 14.490205059920108 \n",
      "2016-08-02, open symbol is : 000429.SZ , price : 4.9775690754516475 \n",
      "2016-08-02, open symbol is : 000631.SZ , price : 4.111573893138294 \n",
      "2016-10-10, sell result : sell_price : 4.341483050847458 , sell_cost : 262767.8245660405 , commission : 39.90984658903493\n",
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     "text": [
      "2017-08-01, ['601006.SH' '600548.SH' '601566.SH' '600028.SH' '002713.SZ' '000718.SZ'\n",
      " '603328.SH' '000631.SZ' '600688.SH' '600565.SH']\n",
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      "2017-08-02, sell result : sell_price : 3.587106247557367 , sell_cost : 241928.05004985922 , commission : 42.21359714543902\n",
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      "2017-08-02, buy result : buy_price : 3.5871062475573674 , buy_cost : 281349.95924412156 , commission : 56.26999184882431\n",
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      "2017-08-02, closed symbol is : 600507.SH , total_profit : 251950.42227154298 , net_profit : 251805.0124554573\n",
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      "2017-08-02, closed symbol is : 000429.SZ , total_profit : 117938.44670285271 , net_profit : 117819.04020424647\n",
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      "2017-08-02, open symbol is : 601006.SH , price : 7.400964360587003 \n",
      "2017-08-02, open symbol is : 600548.SH , price : 7.945668316831684 \n",
      "2017-08-02, open symbol is : 601566.SH , price : 12.692054881940013 \n",
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      "2017-08-02, open symbol is : 002713.SZ , price : 11.152585885486019 \n",
      "2017-08-02, open symbol is : 000718.SZ , price : 4.685080193957479 \n",
      "2017-08-02, open symbol is : 603328.SH , price : 9.86405786618445 \n",
      "2017-08-02, open symbol is : 000631.SZ , price : 3.5871062475573674 \n",
      "2017-08-02, open symbol is : 600688.SH , price : 6.026673640167364 \n",
      "2017-08-02, open symbol is : 600565.SH , price : 4.72136859781696 \n",
      "2018-08-01, ['601566.SH' '603328.SH' '000718.SZ' '000036.SZ' '600688.SH' '000429.SZ'\n",
      " '600028.SH' '002713.SZ' '600565.SH' '002016.SZ']\n",
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      "2018-08-01, symbol:603328.SH,price:8.405316455696202\n",
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      "2018-08-01, symbol:600688.SH,price:4.935878661087866\n",
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      "2018-08-01, symbol:600028.SH,price:5.678154311649017\n",
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      "2018-08-02, sell result : sell_price : 8.413291139240508 , sell_cost : 279189.05325914366 , commission : 47.62540568644668\n",
      "2018-08-02, sell result : sell_price : 3.2308916308413824 , sell_cost : 281349.95924412156 , commission : 50.68214688529986\n",
      "2018-08-02, sell result : sell_price : 4.917426778242678 , sell_cost : 279728.3456461727 , commission : 45.64851988487015\n",
      "2018-08-02, sell result : sell_price : 2.701528127623845 , sell_cost : 280823.0866612674 , commission : 32.136930289761466\n",
      "2018-08-02, buy result : buy_price : 12.05494575622208 , buy_cost : 252304.63343064536 , commission : 50.46092668612908\n",
      "2018-08-02, buy result : buy_price : 8.413291139240508 , buy_cost : 254724.24771244996 , commission : 50.94484954248999\n",
      "2018-08-02, buy result : buy_price : 3.0178142484147705 , buy_cost : 253049.0969959002 , commission : 50.60981939918004\n",
      "2018-08-02, buy result : buy_price : 3.78811282740094 , buy_cost : 255805.93708522568 , commission : 51.16118741704514\n",
      "2018-08-02, buy result : buy_price : 4.917426778242678 , buy_cost : 253531.4653468495 , commission : 50.706293069369906\n",
      "2018-08-02, buy result : buy_price : 6.589014346439959 , buy_cost : 256548.96912216078 , commission : 51.309793824432155\n",
      "2018-08-02, buy result : buy_price : 5.669615733736762 , buy_cost : 254100.12202122982 , commission : 50.82002440424596\n",
      "2018-08-02, buy result : buy_price : 12.164468708388815 , buy_cost : 258022.55378828617 , commission : 51.60451075765724\n",
      "2018-08-02, buy result : buy_price : 2.701528127623845 , buy_cost : 252774.8646532045 , commission : 50.5549729306409\n",
      "2018-08-02, buy result : buy_price : 11.81480630837544 , buy_cost : 254076.28087848268 , commission : 50.81525617569653\n",
      "2018-08-02, closed symbol is : 601006.SH , total_profit : 12757.556375773322 , net_profit : 12642.082957778919\n",
      "2018-08-02, closed symbol is : 600548.SH , total_profit : -31291.735617365255 , net_profit : -31398.381461006415\n",
      "2018-08-02, closed symbol is : 601566.SH , total_profit : -14113.981430874102 , net_profit : -14223.626291817904\n",
      "2018-08-02, closed symbol is : 600028.SH , total_profit : 43882.34140777156 , net_profit : 43761.567753141375\n",
      "2018-08-02, closed symbol is : 002713.SZ , total_profit : 25501.026749577402 , net_profit : 25383.501514547916\n",
      "2018-08-02, closed symbol is : 000718.SZ , total_profit : -100123.19670270517 , net_profit : -100215.71204706228\n",
      "2018-08-02, closed symbol is : 603328.SH , total_profit : -41062.02482691029 , net_profit : -41165.488043248566\n",
      "2018-08-02, closed symbol is : 000631.SZ , total_profit : -27939.22481762229 , net_profit : -28046.176956356412\n",
      "2018-08-02, closed symbol is : 600688.SH , total_profit : -51485.74622182197 , net_profit : -51587.34041083608\n",
      "2018-08-02, closed symbol is : 600565.SH , total_profit : -120138.43521246006 , net_profit : -120226.73676008207\n",
      "2018-08-02, open symbol is : 601566.SH , price : 12.05494575622208 \n",
      "2018-08-02, open symbol is : 603328.SH , price : 8.413291139240508 \n",
      "2018-08-02, open symbol is : 000718.SZ , price : 3.0178142484147705 \n",
      "2018-08-02, open symbol is : 000036.SZ , price : 3.78811282740094 \n",
      "2018-08-02, open symbol is : 600688.SH , price : 4.917426778242678 \n",
      "2018-08-02, open symbol is : 000429.SZ , price : 6.589014346439959 \n",
      "2018-08-02, open symbol is : 600028.SH , price : 5.669615733736762 \n",
      "2018-08-02, open symbol is : 002713.SZ , price : 12.164468708388815 \n",
      "2018-08-02, open symbol is : 600565.SH , price : 2.701528127623845 \n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019-08-01, ['600507.SH' '000631.SZ' '600028.SH' '002110.SZ' '601003.SH' '002016.SZ'\n",
      " '601566.SH' '603328.SH' '600738.SH' '000036.SZ']\n",
      "2019-08-01, symbol:600507.SH,price:6.063818589025756\n",
      "2019-08-01, symbol:000631.SZ,price:2.8214482720116125\n",
      "2019-08-01, symbol:600028.SH,price:4.797990922844176\n",
      "2019-08-01, symbol:002110.SZ,price:7.965432340009769\n",
      "2019-08-01, symbol:601003.SH,price:4.739577795152463\n",
      "2019-08-01, symbol:002016.SZ,price:7.97\n",
      "2019-08-01, symbol:601566.SH,price:11.195915762603702\n",
      "2019-08-01, symbol:603328.SH,price:9.362647377938519\n",
      "2019-08-01, symbol:600738.SH,price:5.7544218142838\n",
      "2019-08-01, symbol:000036.SZ,price:4.365481867024849\n",
      "2019-08-02, sell result : sell_price : 11.083956604977667 , sell_cost : 252304.63343064536 , commission : 46.39645278763131\n",
      "2019-08-02, sell result : sell_price : 9.092050632911393 , sell_cost : 254724.24771244996 , commission : 55.05492961796941\n",
      "2019-08-02, sell result : sell_price : 3.467352977744623 , sell_cost : 253049.0969959002 , commission : 58.14874394242243\n",
      "2019-08-02, sell result : sell_price : 4.254729684351914 , sell_cost : 255805.93708522568 , commission : 57.463183571367864\n",
      "2019-08-02, sell result : sell_price : 4.528336820083682 , sell_cost : 253531.4653468495 , commission : 46.69417243423368\n",
      "2019-08-02, sell result : sell_price : 7.362752391073328 , sell_cost : 256548.96912216078 , commission : 57.33502574181407\n",
      "2019-08-02, sell result : sell_price : 4.752121028744327 , sell_cost : 254100.12202122982 , commission : 42.595992037990555\n",
      "2019-08-02, sell result : sell_price : 8.839999999999998 , sell_cost : 258022.55378828617 , commission : 37.50133984750999\n",
      "2019-08-02, sell result : sell_price : 3.6741183879093198 , sell_cost : 252774.8646532045 , commission : 68.7555142385652\n",
      "2019-08-02, sell result : sell_price : 7.81 , sell_cost : 254076.28087848268 , commission : 33.590660766977905\n",
      "2019-08-02, buy result : buy_price : 6.036957820082121 , buy_cost : 254147.53591167775 , commission : 50.82950718233555\n",
      "2019-08-02, buy result : buy_price : 2.801578917983362 , buy_cost : 253480.60219400702 , commission : 50.69612043880141\n",
      "2019-08-02, buy result : buy_price : 4.752121028744327 , buy_cost : 252837.81748752258 , commission : 50.56756349750452\n",
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      "2019-08-02, buy result : buy_price : 11.083956604977667 , buy_cost : 252725.55359172702 , commission : 50.54511071834541\n",
      "2019-08-02, buy result : buy_price : 9.092050632911393 , buy_cost : 247900.3503439606 , commission : 49.580070068792125\n",
      "2019-08-02, buy result : buy_price : 5.612220286747957 , buy_cost : 248969.9760809119 , commission : 49.79399521618239\n",
      "2019-08-02, buy result : buy_price : 4.254729684351914 , buy_cost : 248801.93094963618 , commission : 49.76038618992724\n",
      "2019-08-02, closed symbol is : 601566.SH , total_profit : -20322.36949248883 , net_profit : -20419.22687196259\n",
      "2019-08-02, closed symbol is : 603328.SH , total_profit : 20550.400377397076 , net_profit : 20444.400598236618\n",
      "2019-08-02, closed symbol is : 000718.SZ , total_profit : 37694.62271621194 , net_profit : 37585.86415287034\n",
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      "2019-08-02, closed symbol is : 600688.SH , total_profit : -20060.60317568115 , net_profit : -20158.003641184754\n",
      "2019-08-02, closed symbol is : 000429.SZ , total_profit : 30126.159586909584 , net_profit : 30017.51476734334\n",
      "2019-08-02, closed symbol is : 600028.SH , total_profit : -41120.16183127703 , net_profit : -41213.577847719265\n",
      "2019-08-02, closed symbol is : 002713.SZ , total_profit : -70515.85455073623 , net_profit : -70604.96040134139\n",
      "2019-08-02, closed symbol is : 600565.SH , total_profit : 91002.70653962147 , net_profit : 90883.39605245227\n",
      "2019-08-02, closed symbol is : 002016.SZ , total_profit : -86122.97704359316 , net_profit : -86207.38296053583\n",
      "2019-08-02, open symbol is : 600507.SH , price : 6.036957820082121 \n",
      "2019-08-02, open symbol is : 000631.SZ , price : 2.801578917983362 \n",
      "2019-08-02, open symbol is : 600028.SH , price : 4.752121028744327 \n",
      "2019-08-02, open symbol is : 002110.SZ , price : 7.8497117733268205 \n",
      "2019-08-02, open symbol is : 601003.SH , price : 4.639124315871775 \n",
      "2019-08-02, open symbol is : 002016.SZ , price : 7.81 \n",
      "2019-08-02, open symbol is : 601566.SH , price : 11.083956604977667 \n",
      "2019-08-02, open symbol is : 603328.SH , price : 9.092050632911393 \n",
      "2019-08-02, open symbol is : 600738.SH , price : 5.612220286747957 \n",
      "2019-08-02, open symbol is : 000036.SZ , price : 4.254729684351914 \n",
      "2020-08-03, ['600738.SH' '600507.SH' '002110.SZ' '600188.SH' '603328.SH' '601003.SH'\n",
      " '600808.SH' '601566.SH' '600019.SH' '600028.SH']\n",
      "2020-08-03, symbol:600738.SH,price:6.09\n",
      "2020-08-03, symbol:600507.SH,price:5.84\n",
      "2020-08-03, symbol:002110.SZ,price:7.23\n",
      "2020-08-03, symbol:600188.SH,price:9.37\n",
      "2020-08-03, symbol:603328.SH,price:10.20163471971067\n",
      "2020-08-03, symbol:601003.SH,price:5.07\n",
      "2020-08-03, symbol:600808.SH,price:2.74\n",
      "2020-08-03, symbol:601566.SH,price:9.53\n",
      "2020-08-03, symbol:600019.SH,price:4.97\n",
      "2020-08-03, symbol:600028.SH,price:3.9384145234493184\n",
      "2020-08-04, sell result : sell_price : 5.89 , sell_cost : 254147.53591167775 , commission : 49.59216317663187\n",
      "2020-08-04, sell result : sell_price : 3.01 , sell_cost : 253480.60219400702 , commission : 54.46761522271652\n",
      "2020-08-04, sell result : sell_price : 3.9384145234493184 , sell_cost : 252837.81748752258 , commission : 41.9088708577444\n",
      "2020-08-04, sell result : sell_price : 7.24 , sell_cost : 251569.69284083674 , commission : 46.405896898192424\n",
      "2020-08-04, sell result : sell_price : 5.090000000000001 , sell_cost : 249867.81344192856 , commission : 54.830484540719496\n",
      "2020-08-04, sell result : sell_price : 7.41 , sell_cost : 250153.5522795569 , commission : 47.468318115019635\n",
      "2020-08-04, sell result : sell_price : 9.51 , sell_cost : 252725.55359172702 , commission : 43.367546451381415\n",
      "2020-08-04, sell result : sell_price : 10.23123327305606 , sell_cost : 247900.3503439606 , commission : 55.79217308052361\n",
      "2020-08-04, sell result : sell_price : 6.07 , sell_cost : 248969.9760809119 , commission : 53.85561070650131\n",
      "2020-08-04, sell result : sell_price : 4.95 , sell_cost : 248801.93094963618 , commission : 57.891788647827745\n",
      "2020-08-04, buy result : buy_price : 6.07 , buy_cost : 252022.43012490417 , commission : 50.404486024980834\n",
      "2020-08-04, buy result : buy_price : 5.89 , buy_cost : 255017.6528069589 , commission : 51.00353056139178\n",
      "2020-08-04, buy result : buy_price : 7.24 , buy_cost : 253202.54431574515 , commission : 50.64050886314903\n",
      "2020-08-04, buy result : buy_price : 9.39 , buy_cost : 253392.52423145232 , commission : 50.678504846290465\n",
      "2020-08-04, buy result : buy_price : 10.231233273056057 , buy_cost : 253586.432567931 , commission : 50.7172865135862\n",
      "2020-08-04, buy result : buy_price : 5.09 , buy_cost : 253850.2640546286 , commission : 50.770052810925726\n",
      "2020-08-04, buy result : buy_price : 2.75 , buy_cost : 253775.63754475355 , commission : 50.755127508950714\n",
      "2020-08-04, buy result : buy_price : 9.51 , buy_cost : 252322.17104869452 , commission : 50.464434209738904\n",
      "2020-08-04, buy result : buy_price : 5.0 , buy_cost : 254379.0915941558 , commission : 50.875818318831165\n",
      "2020-08-04, buy result : buy_price : 3.9384145234493184 , buy_cost : 252852.81704459083 , commission : 50.57056340891817\n",
      "2020-08-04, closed symbol is : 600507.SH , total_profit : -6186.720028518377 , net_profit : -6287.141698877344\n",
      "2020-08-04, closed symbol is : 000631.SZ , total_profit : 18857.473919575536 , net_profit : 18752.310183914018\n",
      "2020-08-04, closed symbol is : 600028.SH , total_profit : -43293.46319880064 , net_profit : -43385.93963315589\n",
      "2020-08-04, closed symbol is : 002110.SZ , total_profit : -19540.208349874643 , net_profit : -19636.928185341003\n",
      "2020-08-04, closed symbol is : 601003.SH , total_profit : 24284.609261668935 , net_profit : 24179.805214439828\n",
      "2020-08-04, closed symbol is : 002016.SZ , total_profit : -12811.961704458723 , net_profit : -12909.460733029655\n",
      "2020-08-04, closed symbol is : 601566.SH , total_profit : -35887.82133481996 , net_profit : -35981.733991989684\n",
      "2020-08-04, closed symbol is : 603328.SH , total_profit : 31060.515058657445 , net_profit : 30955.14281550813\n",
      "2020-08-04, closed symbol is : 600738.SH , total_profit : 20308.077451594607 , net_profit : 20204.427845671922\n",
      "2020-08-04, closed symbol is : 000036.SZ , total_profit : 40657.012289502505 , net_profit : 40549.36011466475\n",
      "2020-08-04, open symbol is : 600738.SH , price : 6.07 \n",
      "2020-08-04, open symbol is : 600507.SH , price : 5.89 \n",
      "2020-08-04, open symbol is : 002110.SZ , price : 7.24 \n",
      "2020-08-04, open symbol is : 600188.SH , price : 9.39 \n",
      "2020-08-04, open symbol is : 603328.SH , price : 10.231233273056057 \n",
      "2020-08-04, open symbol is : 601003.SH , price : 5.09 \n",
      "2020-08-04, open symbol is : 600808.SH , price : 2.75 \n",
      "2020-08-04, open symbol is : 601566.SH , price : 9.51 \n",
      "2020-08-04, open symbol is : 600019.SH , price : 5.0 \n",
      "2020-08-04, open symbol is : 600028.SH , price : 3.9384145234493184 \n"
     ]
    }
   ],
   "source": [
    "from zjy_plot import out_result\n",
    "df00,df0,df1,df2,df3,df4=out_result(cerebro)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-02T07:24:04.175391Z",
     "start_time": "2020-11-02T07:24:04.146469Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>绩效指标</th>\n",
       "      <th>绩效指标值</th>\n",
       "      <th>普通交易指标</th>\n",
       "      <th>普通交易指标值</th>\n",
       "      <th>多空交易指标</th>\n",
       "      <th>多空交易指标值</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>calmar_ratio</td>\n",
       "      <td>-0.004</td>\n",
       "      <td>total_trade_num</td>\n",
       "      <td>1.480000e+02</td>\n",
       "      <td>long_num</td>\n",
       "      <td>1.380000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>average_drawdown_len</td>\n",
       "      <td>1318.000</td>\n",
       "      <td>total_trade_opened</td>\n",
       "      <td>1.000000e+01</td>\n",
       "      <td>long_win_num</td>\n",
       "      <td>6.300000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>average_drawdown_rate</td>\n",
       "      <td>37.960</td>\n",
       "      <td>total_trade_closed</td>\n",
       "      <td>1.380000e+02</td>\n",
       "      <td>long_lost_num</td>\n",
       "      <td>7.500000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>average_drawdown_money</td>\n",
       "      <td>1696159.430</td>\n",
       "      <td>total_trade_len</td>\n",
       "      <td>3.282900e+04</td>\n",
       "      <td>long_total_pnl</td>\n",
       "      <td>1.811352e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>max_drawdown_len</td>\n",
       "      <td>1847.000</td>\n",
       "      <td>long_trade_len</td>\n",
       "      <td>3.282900e+04</td>\n",
       "      <td>long_average_pnl</td>\n",
       "      <td>1.312574e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>max_drawdown_rate</td>\n",
       "      <td>68.460</td>\n",
       "      <td>short_trade_len</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>long_win_total_pnl</td>\n",
       "      <td>5.421148e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>max_drawdown_money</td>\n",
       "      <td>2619999.210</td>\n",
       "      <td>longest_win_num</td>\n",
       "      <td>1.000000e+01</td>\n",
       "      <td>long_win_max_pnl</td>\n",
       "      <td>2.745497e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>average_rate</td>\n",
       "      <td>0.170</td>\n",
       "      <td>longest_lost_num</td>\n",
       "      <td>1.700000e+01</td>\n",
       "      <td>long_lost_total_pnl</td>\n",
       "      <td>-3.609796e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>stddev_rate</td>\n",
       "      <td>0.510</td>\n",
       "      <td>net_total_pnl</td>\n",
       "      <td>1.811352e+06</td>\n",
       "      <td>long_lost_max_pnl</td>\n",
       "      <td>-1.232190e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>positive_year</td>\n",
       "      <td>7.000</td>\n",
       "      <td>net_average_pnl</td>\n",
       "      <td>1.312574e+04</td>\n",
       "      <td>short_num</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>negative_year</td>\n",
       "      <td>8.000</td>\n",
       "      <td>win_num</td>\n",
       "      <td>6.300000e+01</td>\n",
       "      <td>short_win_num</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>nochange_year</td>\n",
       "      <td>0.000</td>\n",
       "      <td>win_total_pnl</td>\n",
       "      <td>5.421148e+06</td>\n",
       "      <td>short_lost_num</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>best_year</td>\n",
       "      <td>154.430</td>\n",
       "      <td>win_average_pnl</td>\n",
       "      <td>8.604997e+04</td>\n",
       "      <td>short_total_pnl</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>worst_year</td>\n",
       "      <td>-62.610</td>\n",
       "      <td>win_max_pnl</td>\n",
       "      <td>2.745497e+05</td>\n",
       "      <td>short_average_pnl</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>sqn_ratio</td>\n",
       "      <td>1.760</td>\n",
       "      <td>lost_num</td>\n",
       "      <td>7.500000e+01</td>\n",
       "      <td>short_win_total_pnl</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>vwr_ratio</td>\n",
       "      <td>2.810</td>\n",
       "      <td>lost_total_pnl</td>\n",
       "      <td>-3.609796e+06</td>\n",
       "      <td>short_win_max_pnl</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>sharpe_info</td>\n",
       "      <td>0.310</td>\n",
       "      <td>lost_average_pnl</td>\n",
       "      <td>-4.813061e+04</td>\n",
       "      <td>short_lost_total_pnl</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>omega</td>\n",
       "      <td>0.000</td>\n",
       "      <td>lost_max_pnl</td>\n",
       "      <td>-1.232190e+05</td>\n",
       "      <td>short_lost_max_pnl</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      绩效指标        绩效指标值              普通交易指标       普通交易指标值  \\\n",
       "0             calmar_ratio       -0.004     total_trade_num  1.480000e+02   \n",
       "1     average_drawdown_len     1318.000  total_trade_opened  1.000000e+01   \n",
       "2    average_drawdown_rate       37.960  total_trade_closed  1.380000e+02   \n",
       "3   average_drawdown_money  1696159.430     total_trade_len  3.282900e+04   \n",
       "4         max_drawdown_len     1847.000      long_trade_len  3.282900e+04   \n",
       "5        max_drawdown_rate       68.460     short_trade_len  0.000000e+00   \n",
       "6       max_drawdown_money  2619999.210     longest_win_num  1.000000e+01   \n",
       "7             average_rate        0.170    longest_lost_num  1.700000e+01   \n",
       "8              stddev_rate        0.510       net_total_pnl  1.811352e+06   \n",
       "9            positive_year        7.000     net_average_pnl  1.312574e+04   \n",
       "10           negative_year        8.000             win_num  6.300000e+01   \n",
       "11           nochange_year        0.000       win_total_pnl  5.421148e+06   \n",
       "12               best_year      154.430     win_average_pnl  8.604997e+04   \n",
       "13              worst_year      -62.610         win_max_pnl  2.745497e+05   \n",
       "14               sqn_ratio        1.760            lost_num  7.500000e+01   \n",
       "15               vwr_ratio        2.810      lost_total_pnl -3.609796e+06   \n",
       "16             sharpe_info        0.310    lost_average_pnl -4.813061e+04   \n",
       "17                   omega        0.000        lost_max_pnl -1.232190e+05   \n",
       "\n",
       "                  多空交易指标       多空交易指标值  \n",
       "0               long_num  1.380000e+02  \n",
       "1           long_win_num  6.300000e+01  \n",
       "2          long_lost_num  7.500000e+01  \n",
       "3         long_total_pnl  1.811352e+06  \n",
       "4       long_average_pnl  1.312574e+04  \n",
       "5     long_win_total_pnl  5.421148e+06  \n",
       "6       long_win_max_pnl  2.745497e+05  \n",
       "7    long_lost_total_pnl -3.609796e+06  \n",
       "8      long_lost_max_pnl -1.232190e+05  \n",
       "9              short_num  0.000000e+00  \n",
       "10         short_win_num  0.000000e+00  \n",
       "11        short_lost_num  0.000000e+00  \n",
       "12       short_total_pnl  0.000000e+00  \n",
       "13     short_average_pnl  0.000000e+00  \n",
       "14   short_win_total_pnl  0.000000e+00  \n",
       "15     short_win_max_pnl  0.000000e+00  \n",
       "16  short_lost_total_pnl  0.000000e+00  \n",
       "17    short_lost_max_pnl  0.000000e+00  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df00"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-02T07:24:14.333308Z",
     "start_time": "2020-11-02T07:24:13.258188Z"
    }
   },
   "outputs": [],
   "source": [
    "from pyecharts import Line,Bar\n",
    "def plot_result_py(data,v,title,plot_type='line',zoom=False):\n",
    "    att=data.index\n",
    "    try:\n",
    "        attr=att.strftime('%Y%m%d')\n",
    "    except:\n",
    "        attr=att\n",
    "    if plot_type=='line':\n",
    "        p=Line(title)\n",
    "        p.add('',attr,list(data[v].round(2)),\n",
    "         is_symbol_show=False,line_width=2,\n",
    "        is_datazoom_show=zoom,is_splitline_show=True)\n",
    "    else:\n",
    "        p=Bar(title)\n",
    "        p.add('',attr,[int(i*1000)/10 for i in list(data[v])],\n",
    "              is_label_show=True,\n",
    "        is_datazoom_show=zoom,is_splitline_show=True)\n",
    "    return p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-02T07:24:20.065039Z",
     "start_time": "2020-11-02T07:24:19.806732Z"
    }
   },
   "outputs": [
    {
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       "    });\n",
       "</script>\n",
       "    <div id=\"a3682a7596a043438b476cbe94d1c7a0\" style=\"width:800px;height:400px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
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       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"save as image\"\n",
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       "            \"restore\": {\n",
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